From 6f442c85f3b15265d53a85d73d167178314b792e Mon Sep 17 00:00:00 2001 From: Morten Hjorth-Jensen Date: Fri, 24 Sep 2021 15:22:41 +0200 Subject: [PATCH] update with video --- README.md | 2 +- .../_build/.doctrees/environment.pickle | Bin 178192 -> 178272 bytes .../_build/.doctrees/schedule.doctree | Bin 65101 -> 66144 bytes .../_build/html/_sources/schedule.md | 2 +- doc/LectureNotes/_build/html/schedule.html | 6 +++++- doc/LectureNotes/_build/html/searchindex.js | 2 +- doc/LectureNotes/schedule.md | 2 +- 7 files changed, 9 insertions(+), 5 deletions(-) diff --git a/README.md b/README.md index 1a66beaac..44a433a76 100644 --- a/README.md +++ b/README.md @@ -310,7 +310,7 @@ Recommended prereading: Chapters 1-2 (linear algebra) and chapter 3 (statistics) - Lecture Thursday: Classification problems and Logistic Regression, from binary cases to several categories - Video of Lecture at https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h21/forelesningsvideoer/LectureSeptember23.mp4?vrtx=view-as-webpage - Lecture Friday: Logistic Regression and start discussions of gradient optimization - + - Video of Lecture at https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureSeptember24.mp4?vrtx=view-as-webpage - Reading recommendations: - See lecture notes for week 38 at https://compphysics.github.io/MachineLearning/doc/web/course.html. - Bishop 4.1, 4.2 and 4.3. Not all the material is relevant or will be covered. Section 4.3 is the most relevant, but 4.1 and 4.2 give interesting background readings for logistic regression diff --git a/doc/LectureNotes/_build/.doctrees/environment.pickle b/doc/LectureNotes/_build/.doctrees/environment.pickle index ca2dc039cb5c3ebeb100f7aa607581c7ff84aaf1..4b0d13b92831bd9f2c5238571beb800309520d4c 100644 GIT binary patch literal 178272 zcmd?S37j3rRWEE=`)J=KOSam&wl%V+XROVZC2ynE_DHgRXys(Quzw{5s;&QVdbLt^E6q-O z<-t~=lsgi-^w!RfS9YH2^tb0awOZ$7yDwMGHtVjNE7Uvf2ZkPQxb?ezU-dd|PLT0SsVtu+hP3X@;afF`o}v2mw9)^smI)oVt@ z6|0#qG%O-9I5^m8FE2T*3O(0qHvM;3SD-QRkwT^E)+d}SKE5zpavF_77Ltw^Dmk~F zZ;g+&>ZMM5ZNAy8HTDk;m8ba5V6_f~EHAcdQ+Pdi?y63EJ|r1;JD1vvv(=Kr@8`F* z+DmIrGe6d>jscxUC%>(|yzbVjjY6|ppW=@^?0+O%E!S%KDR9yloGdg!eXvkX4L@mX zh}ge4NWVg-p%0DM9jF4@FFOq|4wX$-tCJ;n%&9n~sV2TSR>%=|OQF!ZGgfiVL%p5$ zU8kxS+`5~y#;2@19V=gVC+^zj^Xq9rC>(m(cJ~9U7V97&xO2$4yW^9as6y>^qQ5d< zExThi7{^$l0<~m2&$QRI8tzz_SpgVSxt4CAc{KS21`^j-(e*;3(Q+Fex}8g{_8MU? zPA)fAbL(ZNRH&RoQ@Hw9excJ|FK#uet$Nm_>tl`9#6;mDF|?r4DwCBz)81HfDsHJU zMid}ZvjIia#v(v_zgO*Ff*Q-EzczDXCFWau{!*J`B# zRCm~EI@U1hxdHQZDmlw*(U#w&fs4~>=BrTn+7s1!)2&$d74b7~KOlTThm5K=RWD5D zVeRvF-MVWhE(w`R)yZn7y@-Ac)+(^gmF~rCsg)xgH=%Rzbrv3H?aen27HU(K@v&^) z&7P}OVg69g;=#kCW1}!d@Vod-zEvJ?4Ccnc4!e|&+uj0u02K!j~a+ ztJFjz$&LY^akoxid#1gf6h7uwoN<^gaaL&vw?HB;LA$F~#wJ{lfp^JOOC<+p(1g`5 zB+LsFQ$VcI8gGDZi`)ssTPX;F)3F8=Q^xm+6k184)P!E=k*T9?3ya6&>)nfPR=hjr zluFeLV{m)bx-bxVhwR!d*C5wQ=)2l#)>=(?Kll~kJFk(iUO?NFk2ect7Y}ttu4^yz zTGUt;F5e~PZSt@1^X{1MzX0Am*bI2wBuRPjgphA9EjjR!P}yXm0<|ov4h1pYhd^w5mRDRlDd z+Z#Oss?OZ}?fHHA)hF|7@@w(@*DHJ^1JhU^4s!zpUK~LDZf8|Ab)56uKeBk zd-C_@hw}&Xhw}Gb%HNL%9>D)2`Q!NqpUI!fKa_tY|7iXtm-3HY%Ad_Yo*x^zF8@+I z;N-{i*?cbVwijM>8L9l_Gx>bJ&|VkT+E~LaAvPda@|%NvW5618a^-5JKsG;^t5<8e z>V*ofHl4|_JbG<-Vwk9vE1VyMdo1yvq5Jj>_dOez1lZ=o6!^+CPmIx*#plDX1sBm` zJnx)?11}d~pyb=hZ!H?5ezO3V`&Rt%_+$2yy9b`Sp)+E=u5-GRe~K< zdkMD_FC1CoVN4wvK3yE=yVQ2coT>4Z3Jv(; zmT_O?_d~*Y5pKepwU<0thqrKZhYQ&zq}p*BK55=yoj$k{olvvh6476dqo28hAo&396?Pc7%jZIX^6^iI=VS~Q|A34guSvNwU1?U73QG(FX!sMX1G`~rH z7D_!sKgFfKY&GZF3TCp3OToG=`m_FG5!T@~-5| zyOS^PiC*61(WcnDTzDA-hWm&}>wji%=(5|s`DndbhG>%%FX0`lS+zzHJ|Up79udCD z4}cmo%5__aa!9V*LzmsQeb~(w#Fxk<8Uxl544}$nvL{?bRXNru+On|L8NazNL>%8- zd8pK)m>D32Zn*7@htYA1_yeJ4a|#0I&@3VEj32loL~jHSs@>Z+Bx4|BX9eL z;hQBtut9ymH&A|Hv-*Hft~XSd5|eSUpI<_B(3AMovw9~e>} z@GX-c*sVU`TNgiYyL>>kGk)ZNe8gwdHz0oC9{GS`O8ms3;0eTFV|9#eI{BZ$Z)LaX zpigKo6}^|=NwgOh$88Z*wZ_|hJYXc>+{u5Wy_^E-qH_^_uE-7G<%MvgyKqT#E`5ax zycrxjg2uBVmcIJ2est82?dZ5pdr7X)sFj?l$nBTV?X%)`tzN|tpmExrppbfv_h%@D zLc@bbdjz^ce zpBjA9zxULW=;fa3`0o~vL!A6a{6F(=$-mwI9Wk>QAY-tAUY-VA?ZvI;guTyhV0;`r zwcLBE=AefJi;^}4wZUUcbMAzLF&xYdeXta7BMq-7keDG?iRikHiUMw)C z?bUeF;Tnm~_&e=Uw zDvS@YweB9=H$?H04erk&E7BP9LMCc}oC(7S%Kt#8{UUS1wW%C35zrImDpk^Mpp_N= z_r}JN)T1>>=EYK82%sm>+w+;Z>lvBG49QYUA{>lo+-8d&3n z-3Ybu+gQ%6!7fJT`1kYwPyRjr@9h=jQoSq(Wfi2UwpWQ;?h{a-@0=x9OZ@jl_9`IP z*F*{n&WX|;lA$GZ60pWqR8Wk4+eLZ zh!?$N9Xbc1N(7lpUq%?ATj>Nhd5{RMFlNL6q!W728$Slgz5G4FTPwt;Fg&j`3ljy( z*)D8V&Q&mUmz0?uPF;11e-{>Uk$Am@tS(>oy0JFPmZgk+XGfrAzB-A=-OyE!@wyv~ zZi5$?J0!BvBE6BXe=pz8|4<+WYue8n#vk?ch9R}rMCSTL+AJE~LB>cLGAo+K;K&NW z^4>%;`?4`pa5ZCa324WmrnFY5qm0N!+#0)3$WfD&@3O3-&p}dH{wHXloAvqXZ$E6_ZTbCGC^a~QbSlyBv_~(Su1qdUs`r~y z_0p4))=6_(zT}kAlms8TY=VAHRMI>Xr+G$q@{tT{2zZMb6c3$HL?P@BJuaq}ycj7k zn04YFX5gA*tr{W}7vZ6Zjr|~vvu6#sCQM0*c+stt0qw;VTRg7LbFZ%oWS6$_gV=TCSr{*H(b>w2L9|>Cc@g3Ha zeHQ+!W6q;qvH0R3ra4Op!}^C_GI;YX_dI^XlTY>Uc=<~nJNwvUXNM*StnH6IcEe5E zcO0;WhO8TIvdXSgX^4d6g*=8)7D7JCYI?-_p6ctvbB7Q#j$`y-UC3kN&_V99Hf6D} z7A73CgpZpWv>q*#O4hh*)iBu&8kFX&psT?zPSd*J1Wyu8VA(2(XDZfY-5D286OJM| z=?P)g3NG3cB{sz^L5Sb1Y;V%1V9z8T!yT~5M2G@Eb)4)2H<261J+=(K<6k8_1R&>;S7oC+5d19^ zdw}ml{A}HYBl4ai+XlK+Zvm4ai}sX2)4l-OBHI*{3KLep&!`VSn}El91!-WgTsf5xzBecn%`rQ)u>Yf2^{7M_467;UGk>42nPc850(nq$F*M zJK^`}MwAsoT&Rg|(SP(_!~o*&(?e{LLeRlltC8m~y=2!}`F(m!Q9WIx|CIMhkl4Ec zSBX@J&Fd44I2E_kevOSLFy{Lw(9VUT8$9bkE#EU_D((QQd}7Af zDe-%PA~76NeVETs0|usH-4s!2!05BJz-5v8(8f*+?+t&2pr8PGCM~oMl8f4#bG};0 zSv0|I*IO0Q%7k}=@1htv;3xE9RA1#9k78D(f7@e~Z4qM&Jw+};dYi!poTJ-+>wsnN z^xB#r?fLA`lkl~jR?r)B&(3m&(q;2Sx=cnNT){-slNc_K(Trgz_-J$V!YKk&IQV^c z`|3eUlJH^(u6PQ@m$L8o`ggt`N>2H41GC^&OkvDar}5`DF@W}pVkp^|^F~Ebe>gzF z%yb~~77@(Q^q-jhgESSlQuWKa@;@3p$X`Um&7*6lYASqD<`zUyv1g3NI=C+5DCAx^ zvCKX8OZ*z6Y_3vl3}#E!78Nek-9cz`$U(Z9a%iZQZVTT#my1nGl97ENep%>U64{HD{(Z{-^1M><>8m;2u++cT zq5=M;;QDI+I<*|HhDVN_uLha_EmI_o! zCtu6E`3q!}#j~WM$MKIa(LT=fiy|j4dB;~!KndFt(L870+MD?XMbP}4C?G;jP^(<= z@^;?50X=dNaXj*4;v<{*`DV3Na?iUM9`md?+zj%1l-ya%55z|i;+{uS1lXK6xVlp1 zbmAI*P28e^39@*|NQk#knh5B}FkK)jqYzx9G6yjSO%Jn6Z!Pqr}gSQo{QZsV!o z`OxD}wkoLW!i+z)Gx@}g7IG})u|*C+^!Vsfkd%=$FeqzQAEU4dX@2DHCMoyze@#^ldZ+(ouN5WU;L zAPt5aT$B`V#N=@9GL+eA2mseJfT5wMpW33^`DgNsvu6UFq>)ZWkXXqi_?|Z?4jTs& z-U1pJhxa_3Got_OxoF-Qb*{k;N=$m`==LUgx$aV3L31qcI`GFdgccN6g`dEf1p};+ zIq^Gwc^Wr`&?^_J^>ajQWPbb=DmA65IBs4W82>2iB{)~nbA(XsQp zLz&@?SuvkAhIuMc(}`fndq(oSAzQ0)>PMZ@@>yObp6SNkTDm(OgDdF)1Xr!eu@a{K zko3NUI1Rne8hJyYN-GBZdz&b$P#eSiY{jARDQe=g=g?a>@*x4&!MtGaZmEWdppx_E zR6D|k+lzynBIsBX{OLc7_~K-7^IVQQ*2>#C_dKO;;N4Ll>sD;ob@13m`Iz@bf10K} zXQzB@xqM7i4<~--+&Cq8sI(^V1hyoxQj)-fRB@b0gocBdERNpaAm8QLO5bl?3Iy3C zA1RBn-ga>vj&0)_{AJ_@s||H_<9Sm$+P*f`zz#kI4$2^;yJzh0Gkwd zvwV)aWx^dTf@X-&P9#Sm{RfZnyeS%t&(nHIONfsVh?gxJYBlOZSnn{DFQC>L(+~bD zA&mue`JGk4JN^y%mL)%gAUP=A_KM1@m}`*=UkS5fON~tU(VV=vE{t>)`R?db?Zw<% zh%yz?Y{bAxJd~U?mG`NC^1YB8Sgm*hJu@|#2qQrkvC_LO$`cS=g(u0EdiO-vj@D7B zVmXBzb*v5FP8fRRFXpHG?-Wl_zw}V3b1I(3A97q)9L1l(FsgV4e+3!b;=_@@9>HJ5 zN9iAL2vU3z{qcRFD^zOiJ8CL74t_`Zaqv4zl7ru0A}atM3w{k(x3kL{_Z`+MT7iHZ zLzPN6s3bL9KZ0u2ac|5xcFsk${sJCA%C2R#d;rt_$Wg%Tk?r?gFxA`hD`T}%3;B!K z{NP%7Uvxqxl+I&VvsjeQVwh71NKx%|Kz6N|)S;*qYrCBKIdl~zL=(aN4dQ-|Vq~wA z!2%#E8kZdiFI)&e!sROR36)3=85rnCKC(u9hbKu8pa{7N}P+WVQMwNn*q- zW~4&kuAjtm8I9fS|seQVw&T?6l`R)p7lgq3A#O^}*oR_EPwoaTmdfSC!X~ zvd~~5z=A<>7uD+iH7@Z-p&KF{S}Wl_>J{>%qaEbjmP~ok3I*S9(5i!giTh+bSQA=6 zLG|A?8bXJf=Z5fovBU*gB-HX_2;qe~;Rk|&hq#9|6#ggM8=?!f5CeJZv?N+C3kOx_4UcxXShl7 znOra5UgXs*-;TtE_v>!?>mK>*ZSvQB6w7kCIt_*Wl5%vAfF0%jp-SfV0(8o#qn9u5 z#ji*taRGnuO)P`+KYxe(br-59#1ynB(1$fcW0Yrr2;TR1-r9K+lp7RrJ_T7^T9k*obRKmHoOLA+l;^mPfdvuGUW##~xl zM~f_Jc>o&aGgu;vnnH@Rcs;D;=YB6-xG=~PQL=CdA>a_6Yz)DX(HlYOC)xbc`b0KF z1KDa`xZA8Ez#J^N%?Uw+{5QQ%PeBk!Ub}EVeeV5;y6FIJyUgSdzn86 z0C-R)B!(GS`$h$OV}8Y6tGx&#S-G4h+=`D4f9bxDZkqq>zlPg_xOl_DQe48FUQzWdiRxhJ!@uqngob13qq>1)2Od}yS zLwtR~nQ9Q-MHGfnMYH$lc0Agi=P6WZuechQ$Q$(`QAveKH5VmgN1oi~&DDt7@@@OA zZQfXW_qG9Ro8P|ZIy)b_N?oG7vU?jGo@|MfD(tjB|77ebde3v4^eQU72lvvoGS&?> zk=Le+)TItxwB?7WRhJ92s#t_2ct(=N+ACV%5T(2ODUb{{Sr8){BJ4dYM5>I#l~Xi= zV1ZU)xpjI%5)xNBr8G1v@C?3w{8#Wp>f z_yo#8XjZ@3DgGdyX^mr(t~Nqdz2#P|JE0 z%T2AL)jD?xwNU1LQv&=n-eakL zL9k>Z)uNbGG@_Y7Dl6C|gbFCINyzlV%=|dZ@N330ERM-QLzNk1$R0sTF}$(KeoO4N z;#i}A1nWa+{}U>oKH*fR#2>u%$q~#Epwf``<1Jn%sNP!8VH)YA3Mnh1Rd2e(@Am?PLozwAe$a$gQHhxfysW ztN+xY;T=)k7}8*A|J+#GB{6AfFf@a-D?CqBVNVomx5{1S@Slx2To&VS)65)hIK)#l zv{>kY&@Pfujdy*DIi7KkdSHG?J(97mm>+?Q#^zS7^&y^m>J>V+hgEYX-^hJmM8AlcbnM9CyaCY6JTo zoyoh{%2Y^=N@d;^3vDQ}>tz(i%Ol0IUuP`)oS5ueW|n=eSPqL~S0UxGx~LI|%9Q*F z^J;7J8nw%7XXbD*g;_i|OS_u|eRAkJ^K#%ad7+W(43@IWYa>|b=IsC$RaL@$=I#C{ zZ?hEH&GqmO1$8tgok55-$E%YlWkDa&O^n1RSdg)v2!cIgMJN{%ghre*2r~R&Xs&%g zbaYwtY!sMMxdF9i3Krs9(ps2($5a89Qq4EQY)&YVjh1ZrY-W1691_1j~f4| ziytEk{TAHB--v0ipIHl!52xOYcfdOOeWUj1nUUQ)_wF6qgMTcnkEH8l(rR(+1BCrUB3(lI*I49VnjMin<9i11w8mTQKJ3*z8Ot_^AwG||X~4^4 zRT?A~#rTefT17ERqM<@jMEMj(7exe2;c8JtniK{WMJz`FQc=V<6fP7+Pfwk3QS_+P z6&6K*MjcO4bPD9Ti^8jtdt%Q*4Xr3z3mI`y7#P`snB*@C^-Joq@pngOZ02`>Aw+F zyL5X@(M*Jjis@t*;Ss|`uCL(P$y`7h8!m@(V<)5u8! z@tGfIZU?pHPT4Hm*JpH4y;?=}7H!rPRQpXyY{!eK;OsYT&ubs$4ZN%eTXpNf3l*f1 zP@xxgp6%pEn5|K5$kTsufk_H2h*;9M1}Q`+n(Se+0gx_Z=E zZ%|9wp>ox>+`F$;(2N-exEjHifO&qltdg$19Ny6zRfD;=*)nGDb7YpkQ(3eZneIW>`c(^OC%{&;-rk%MyMBO65nB_NcEDxO z!z@qgU%qqsp!~ZjD5k;GO-C-$$r$c_3k#94y)(A4qchqj3cME%?O%l@U9sF`+Lsus zZ9T*4ri{zn+sr&hKw;)>pZPFsNx*H@=1^%(TTDqvzqv_}=-TW|5nfBfpV8_>6PxmO zX>ZAoFnY(d1xxAQ+UvwHr@@>hx3Q6g!OdZ9h7_=dO-aPTGUz8|SIcePfQ01Yd3G1w zM$E>2;_zYGp{Ys>OA)})CAgZcCeY#c=C_ zMAwmC_deUyd2Bg^7jEI0lNo9)Tbsfw4fF1qFh+rX+d}!73^jrrunX z3)8;bQ8W_nGcbeNBBgCIt1}ZJo^UD=c#2>&UrjRIqRowhQNJmPo@2D_P##sYv9y42 zd)_7%*y1D7gwnjgD2{3iofgGR2HV$wYlMrTG=Xq{lIsYp3shK7X|t!mdcu@M&tcu- zl|`k<`b_^QLwQkK(6mrqoAD5vG4pfv$U+swmNsJwh;>sEJqK|)YV%sy71}$TG};d1 zHyNn+XbY1Ts1+G(hZyE2(!Lg{(7a2V6$P4SO-b||n)N3fY)yI5vcxvbI0L}j!#d(B zyFJ8E{ff45X`x!5L1`4Yvt!If5L>Jw_GxX76vRGhN+OP!L4HQ2czC>SKtggcLyE_A zOt|j;GKTW!$t`2&XM{#&6b8jc68KPQ4TjW$^I7DmKI)lMzr~1dT->WsNPoul`1eMLA^z=Z#STXO;Se}s zkg`sjLj~j2rX+ff@%rJMI2A-}#ZJYB*u6#>H+Fl75xh%VxU_9@L&g!@*>UbdjWS`x zvR|7a1+d#qN%S1BWsejZEu2ZtC$>kMUhE#jGp;R4T6mUc&PR9&p^`A*7}MrMLFF-1 z5}?FJ*_QfTEwK128=j5S`P&6R@R zD@{rC9KTr0iNvw7dyLUfX^WB;qj{M^4%?{9se^>U#ZPE|UBTkVO-b||i(7*g_whMD zOedVdHfGiOM5%f~WNAjQWIdKv(|?^2{T*$Eq(yXRMjVAqL;U!R9ws1YV>XsZWN@&V z9V80DpD01TgK6NDeFWUSm`2LeAiJs$o^HD6awwpLrM48pM z;&EQY59_?hIB)Lj)!5>e44u*BNfB$+(?zRGRIoQ{GpT^R&Xh#Y!QTF8zL3pZbe{Zq z5ex;jK>i`5_tSxd_eA5^)Ne7&_iBruwmEOlTp<2!$$wBWWaI1u9HMF$a5f5d>XqH~ zQWfI6v>8+&-fv2x=MZlse|`GM@rNa}6Hd8+GZZ4NxBFuZqN^=nS`ar0pImoKEeW2- zVF*`p@Drva zdXB*=u_*}c7=+`{`QVF)Z%eq(xO`Dtq_nuK&R|t=t^l4;e(doSLTIIm(C=vTq9F9! zrX+ff(2ij&iLaq-5)1Q?=B2&B5pm$4b!^xe4mVb*NdK!gj|$TNVoIXtNbfyPhsuapQta*3XhB!VLtk$j_31=Y#o zxJI{zs$njjjiPQygDv2?CA}I{+?Ejs=CEwE%v#FEiABmFh#Fv$Ehq~PTf=JA8a8Y5 zt60NEQxb7&Fqo5+)0(_=$bf|8;!CD$Wrz!Zf5mQVm%6T@FfNGK*mE)59~D0ptP^{Y zHgd`CiZ+%^TqpLwlGcemto>ERV zJ{+=Gva&cuDC)_(KgMXhQ(N@(Xka;^9pexwKX4dEBMFbUYcr+b@m5n3(igsoA)W2A z|5d}*xZA`WG93(Bui{LvC}Iis8LD5>7AY-Ms}Wf-Pj5Zk_JZwGDDrC=L-!UA&i=)daT0c&^9aSa^PQ^OWDm4qJEmO)7 zbY5iJ`bTXj(%RN7uq`2ljXijU6cn$Q0x5zbG?F4@bO|Q+ciK!UCimB-Bzg`unmw(# z3>Nyv>#7s(Gjwa0&Q7?kL@;e~3&c~feiuB25K5@_TBXg4g3xkP5@=oL)COX2qB96L27%U@cPDvP$ zkX$@y8lQRjC$UrNmCHZPd`w0-GAMpFNIQL18?a>CBzY6lPG3k$JN>ElR~1Y9V?n|o z?PQwgSSfb36PawsqO(h)eqFuIjepLv*@=o31-Do6?sg4o>6nlpjsmZ~I4PU)pO>%o z|1c#XTh_N3xY^ETtUTscP>@&Za?FEzo8h^shww}?NA`q&@I(lngi&Qin-!%|Sf(UW z!(*JZ-5k`4a_bqeuuL!UT!LwzWYk8q zNL)duw(Nv+j^^Q#JX-7?Yrd>4WLnKHM=V3UB>1w#-8zffoG9v^G$kRMOO6qnZEtqn zXx0nsLVNwwaW7dnr|j-A)5DD1TeO8ui`-VMRq(hCwHDqANN^i&H%a@nyiuDq1a5?9dO-rz3@BcF?bo4{Zo222!_bgwW(f2pmKv=H48EFdEf4bDZp z8AB}`e$Gn@K)>5P2ced_g;Qw67{Om~=OaxP9ZM#pdV`Ve zTi&Zt#0{A$@of{|G?EDM9pD^F94sE0m*l}0YV)TcJI|Cv99aYRD?K>71OpP1i(Yx~ z{$c+JiiX&2aTJrcWL>SA9Q~hBtt|a(Y-$IzaY*Y#c4UHMCmLe!L~P160x_01oA#@78PsTD@a^H*MH*~xcfuHr_b<-UUc?`Krz}WM}2?FcNn*`+Db`_ z8!wg0;*>IZZiv7y+G&T~|NJEP|6*+p71$m%B_W&V8Ag7#-T(Dn@Ws|RiKE;U&oi#C z(iS-_uG_@CKmxAGL*DsGj{gU=xl=HGxhaXBW4e(JpvAGU)SP=U+DyAY z#t42uTfnpkZo;mn9*3f{o&<+Ba~K+P%}+X45*Mw@fRPJZ2#MBGjc!ZI1zagT36LUPfo$nM%BI0&>_wAVQJR z7CiIgjP+q{fzvi(E8{T7emRH;9=Je+84g7c3zEXVVQtP2=eSyzla9?hmxY zizvNIIs?4;<)BpQPqfV@xfzkl5=)i7npCRvN7`Rin#>;v5?vkC?4QcAb+}?Zc%By9 zx)*^B*u+KNc2{x*dpcGcsTdJilk6Gnz}i(}zsUy@h*H*L-oi2l`- zglx(G!YI#nUUA_;XA)_h$tY&QRmSG}m9sM}P?|=25sJ+C`$6B*mlP0Qr_F(a!Ddqu zsWC8~JV$Y#P=e*1h8GLJ)Y}ZpQEiFRHW{k@6CC*wd??Q9OG@`0(q=`$=Uzdgs~em3 zIP0KSn>2;fk}cXU0-Z;*fwO>W`>jKHT6*T?WslRrT>jDRks*1s(aZ)x1~#v)&9uNC z^sAsqYH>#NxG%Mx^@J9qwGs&}LT%(=BI9$JgMlR^`Ab)ud&L&UO-abMI%Y~j#$Rla zmlc1_;I)lC#`4q1xgsz^dKpJn#r#G5CL7f|wH1=qsBk2L;D#pc1UDgHo{;i=yEY?= zeY{nWxN^S2rkNTC=SW+=r^X6Z4nM^fBOV$@lhDw7m%;jkwvN(*Ws5l-$b$0&*~R;_ z;=H5CG*Bir_K#^Zs(|_PrX*xz|5;NKvaz#CeOEU2Yvr)Uu?`mMIkA-Q$dqe6f(Sg? z32lx)i}icKlWbdmr>(5CwuS0uZvciW+i@_8HGA%qi=rQ}8FC5~4USUD#ggXhD>k41~*RX$Elgi58k#&UWi{9AJ8g&YV8ls$fg1Y9)%> zWzu3~m#^wooPJlP;LB=Hu&m))T$%uEghh>>NEN|8$%`z}W?Vskktqr3Mdk|rPZHag#P%UZ9056! z=4ksy5=%oK)@DYziOIRzX@* z*pXlg-ev`2Mlq=-u`lVQ#h=t>Q33jcrX>Ea038ceJlvyRAqnU%?=jF{&{o0a038cZ zJlw-AI^k%Q&ug=&0R3C0Bzg|?wig`}O?f|3&OCLdH1R0HX4{&FqDAlV? zk8Ow8HrJ z;jA8iqU2P)P{|f*2q-CcTCLEgRKwW2bE;8jSpBCC4ey9JnBw0A6Y-B~qnPYKNC}A( z@!v?Ah(DwKRmJ=s5+u6nefASjd+w)V*<35@PgNbNp2tRQblQ+eDIBWSaoPp%Jv8B^ zonmtZW+d2moYz)aN}$?%GX*J`n2*W^l6i$-fn-6@9-5XtS#zTr(vhn|7Iv zWVYw=SBJ624pcbyIMTk_Ne?iL@75M7EsSe0*C27iUQ)zWkOy9pG|~SKZDtgZ-eyW7 zHAu$Ob{o!AFF5s_*iz4e4@};Vuj^Bc*Dq_!mlm&$nI`imnp`c5ElT1$?k!20{r{9U zM+#`aC`epE-?`-s7D5EcH*8f*lb6YOO#kTH=3h1ED*BJn`Kq=q(xP*%SWg$Mam7x? z#Bw4;N$&4YwHZ@D`eRcPvSs}t<2>8$Z{wrbpOkt*znFs>R~GBCqE4{;V+`KHHM0{9 zE1?JWY`?%9+J4~$H7~(o$RW;6a*6Y_nNon8V@jguz>OR(IFq!ed*NlG^;r#v&dddN zK_tWd2337l$D6c122Ke@>V9}hOB6+T8H;RYl`@;hfVLXbw(aAnv<~zjyf5nk7UJu{ zWXLoMz#3`j^WdK8bXZ}bE_x@ zu46t9Ln<8pQFr-dAu)`?{@3Tcc@uOot&&r>9&t)7m-fY=M%O^s6Q9qY6^d*LuhLdq zT1z;bne^qxTHdhSVvt30b5T&kliNN|a#KBENbZogNhs|20d4LTyLq`OiJsfdT58)= z=Mg?lJ=(~VA7Nxape^bV)!C&~q=rCvrE8IS#&5;7yuL}}aaO}0> z{z{hC>tKnS=pLgGD0f-)|DY{sTGg*awkhC;y2Oaelg3hitIdm|^sk$ekS*me8MoOU zOL^tP2*`63yF|f>-(+motnJmf$*(OYZd7Oz3W`>0v!Xz=%#=jWq3PqJIaFA}HyDzA z+CrplE=#<_H&i$hh8lad*-+rvWlACrhru{O4mH?G8jz4&^k}HDl6MAdy4ifC@I))V zW>~$=22#*gYgz+YY2h z@ybs9tvKnnXj}Be^Hq!g7EJ2>m^MDi)<)tbPU>AXA6-!K{q(`-@hjW-k7$2YF|79p z5?3%d+H%xISBKOt%@jbd-PPNk{!v!JuV||vrQ+MyW+pGO?WIkz1 zLN>OKGq|%IL2Wryt(>oxu(g{wt^O!%^- z`MSm0JSoU6FeTA*%|3TC&Ml1Po2adKw8IODVAOkr~~?3$Q$Ybb1~#AbB5J;abbqAguo$TnokbONd1 z&JJ@ILM$QkIjYT&g4iiR;tB>IH*x8RecsJBv0x3`cyaZRNOC$@w{~9q9qq%?zQj0P z)K*JcoNmJ6b}BLPxX1o-%ssD2lFWx;ONvce+8ipt)lEsrrdDO_XFE1oI~*v&>QWPy z{0O7>9&N$WqPH$1?JKFKYZ+D(CFFbFrOl86*0ZK0;$RsJ{N&h?+qwY>$;Axetg&~d z=}SxcKr7^;t^O0oPen^P+cQ7Tw)ETDdQWRh*YS~*NnYD7mulg_Henv*H?{dvOzQs# z5?vkltgkV>Q*4ukG6Cowchu6DXSQjF|B zX=^YovUg@CuptVG;-G>`y665>}^n_0zcDm%f>6M31kHr$&L7m~ zO+oW%QxZK#b4Tb%D00yU<9&Bfn;z|+HQr-{e^y%sX%W6T6FL-%9JkVNr3?|Q6DlHq zTAND+>z^_u5y#pf(v!g=clZV*Bo{pLG$0|l;E6T^5|WE|nNBAV7g#pA$!PA>bd!z^ zm?dh`1Owun2U<8^1-VZw%03rqJjF%9WahWEjU~BNkd(10RL?Nw#Ob%RzopprKbw+} zc>bd)2@lU}jPNv0lN>l+sJJK&#;PKByzUHG_aT@?5iM4wOjyJ9Ivw3e;cb~#8l9TL z-ousTW1JE-YW@k7;s)&Iu{9EzbqP84*9sC>a1^oBUks~8l+jz<#~joa zF}XD*Q3aqHY@Yyi6(sBLTDuf^_R5yQP6sw zDT$t=wen=E>>Ul}h%PD;ezeuwjM2|%3zQb4RhbHL#FKW+Q3#%dIQ%2ptSIpOq$!Ei z@E8XbYmYgtMgw~~SVu~QGKQyW_m=z!qKmdf2HF#W zicpYpj_uBHHKtqVxSsYy0|RX)6#)O)l!R<-|7c1=4ma71E^D~SQIi1)$puHr1|*~| zuDKjtV9>ky$_|q5JW>)Xe?)E8sd{zX884IyO`PUKOJwTetr z>6?l-2BW0AH_px|iFA=TN*YKSB^}WIs?rwr2@+kM+3e4?Y&u*mW2%A&qDWYK>Mz6t zv}vAWZ*^8%_+)RTs2p{TIN5-B6d^#A$DntaljNLUtj&`G$fKqtWP?1zn9lZKYSo!4 z;s7KQ#PnFMkc~}@CERDEUZpKkTBKHCzZk)j=uQMnA%GIbJwKq$iUQEfO-b||ptYmT zDrPOoZ&_l~2ApFS8}=kW!Z3Y6Td=e+t;;k5&ai?T8-xkYLQo|Pdfunajsn$tO-b|| zs=Jb)3Z|aP`CtPQ?4nj{dKEM{2N5eoo0yhXHdee$S`7YYwN;fC{JRpt4<@cjR#YCa ztX?x_QDb{H&Pggt{){%;ijn-fDT$sN$vwJ80ySa}qE@xlNHCMjrpAWy4Q+L$HI#dF z4MmEpm`cLP?;o@oS4`z^O-c0JRIWkrYGqp}krZ_yRM6zdwULmuJ>7#0@cKWlIj%#E<>F`LPg{nZKf3PR+^INIe4p2q5RCPHxUEVX#UjUqp@B)=>Z1ofVNO+ zTjLr!^w{Hy2I#fiL}*pdoTQz}_h~bufV9_?M9)FmDW?+97h^7AT&%8>1+G{yS+>Hr zq7BdBeTMj@+A2v4@y^hcLYVQOl$AuX!*^ue@|=-`Wz=W2Syc?+#ik^BZUF0oJZMBC zkpiMF&oGd$)fO!+kn3e8G{RfRrzY%0{wi&L6tsT8ltjeG zW6VCJEnr&AHf3DNVb?~Muub^~v{_PMd!H$Zp2M~puwmtwm}9^g7JGfgyTXJA7^=@{ z3zZhCH3XH<74JY6=?a&qS?bSfGoyg?8B-EH2kCa5aY@<5%uy1O##9*YZ)&S2E!?;3 zj6+Dg1d~{*n#4D>8CFcX@&u%be!K;%6F4TQSwWvU&m*OoxBqcx@^dTvMCFck8Kgx29uoE@B68S4+y zyuirctu1s~hmoP7lFxOdD^FTRI%j0L3hDuE<`hu(nUeVL3~E+e=(M2D%M@}u!{eP5 zDrzs){s_hZ!E3d-RqWtZrX+f92M1<`oeNSb$QDdH*t#rAY!@HaR#RHLIFQ1Li*B05j2KGT zO{`MQ<3rj^E9UV5QxY#M^Y~qDHKjEV>JD~=abB(B{5kEfD>#4Fltj;Qz9+34koo;- z@-CN6jorcX+UiP+_dRLdffTo^OIV|t$~UzcS4`y_rX+f9D)*)_l`0m$)vchWeHvT2 zd~$3oTQ>J<=yz`#V-W(|fxum@Wvyy0o3uGstYy6^iJn`_U1_WZ#$t^ZD%JAz>D=djXy~h zhI+KN$0@OiOlT`At%>YUV;po)8*=G>xKX}rf!Zr#$Wp;Uijn+r=|dlG~i-DVZ% zE!rF^IBzl~(Q};pv1ArIxzXw*s!XUC#3W)+J|1cekz$whuQAGpwH1)I!S0|Xwk&}i zk{~Dw4@nS$d5a43ur`Yd%y*lT_+Ejzpsj$kFjKI)CmaA>t0Fj|{dEPwtSO0}BX}Tf zLmjZN_izjC8AmztmUJ-}eOZ*aIln<$O=)pHkh(eBET$b2Gt|JZQ_bV`+Dt3v@r)^n zo}0%V>CHnND?Q$D>*smxRK&4g1|2qypVL-RTGO~Ay=jPZsY4=$3}dTm7$4PUSuuLpU(!}pS_8Q&y@60>)H{_r5H(~ZmTDxwr_Huv zB)@A)qUT0(PkJNqEAD8U43Ruh&w{>eYHTRq(N_6;cV^MKRG_5c?n8Z)i}0lGp!iM7E=;0 zB;z=yt)#TxgN7n|!$Xmbit=IYuPZ1Io051Tp8#_>sC_|JqKo26qo^P+-=eh{S~L|?zd_Ux0S0}tS-w} zSHv5e5MY2G&{j%XFT67bu+2i*B$UlE+1*XxX4M3aX|t-Bz+qDoJvV{Po(V9#)}&i; z>kb`@divzCXhWU$Nd~p5EoNF!w?sj;13v9~Wis65-lF1H(&kFRuV6}|=lI<^4Sr&_ zp62eW*tXEBwwmaZW8PQ)bw;|Qt&p@x$C_^xY2GcSIsOQs~gx8R<; zwO3;%8WrCWZni@zj#p`aUBU4?-?cbiKW(!;J$&-ksB2E~JU7vPZLOtkqSsIBk?T(7 z)-a&As({|8&6)z}Hd7KkZw7&WEuZ%6||1_=M~W2Y)Yc%pxrcM ze~0{VF18{k?Mv(^KdCKzTKI07vF8(Kn1{Q+Ju1E**XB>b_ZLh_^c>$Itft0b%->6R z)GcA-LM;36VCO8ab1lZKM3aOv4-wgyaj%N~ zSF|}*u>Z0tiSJG97g)U-n~1O|vexxB70|ibpH~3A%9OjgC4s-eZq^ zN?QeKLBs*(LI%`MhGZb$jAVbq7BbkL459qcJ{9Q`+B_;qKVV9t=SXY!q>(|X_S=kl zOIsajQ5Q`&Qa^cz3TR#X^9rC1a#s{uo2_E^PtRLbNI4 zL^%wKp2P9*eigQ7wOLYN>zI=0Ic$f+weCJ-V(#rizL3pZNS9IdLwts{VKwsARw-xQ z53d{>4b2WoHiu7ZD=w`$96>cqz3$R^FroT)F<~Pl?;1hdEV*5PFL%SHb3iqnPinKT zn9j#dN%Y)wHasdU1YL8)819KS_^wYez<;4FURr=RWIP-zlU*UZQ-$m~ZH5%czG6zE z=a5~0U-bf&xWRHo5!(qmA-7U-W$8o|ycEwfjEk@D)hK6MCSSc^H>=dzL|Gcv#S5P0 zpf=nH?@|$6pv{|t=v-40Jx6reqxmUoyj0De!^xAerWd=%NDXR>lD5GuLxY>LeO|(# z+^vFgi#8hyDE+1+zWYEK)fOc!C?YV8Ecv)c1>=E42UO6CR=ZEb< zvf?~A9%52aZ!AKz{D3Ix6=#Jax5kUwYD)|J;h@?#BsbUfO1WuRN~OLrxf3JfdsVw> zX>+gGP2H44&+TT_qj{%k6&l^VYr=iT^gY@lrNwj=Jgn2S3ynlCJFEiqE^Ss6fSxra z@!bp1uV{;u79inmBTKIis-S#Y`|}DYpEM=$-3!Xsv_;YaC9<^TkP6CQXn$S-2tX7*e$5FG&E~YeMHO|S8Fout43zincb>j4wai25W<17T# zQ5C9DZFUr>PMMPEIaJF6m}(edM+XA2dkoH#+M=WdXL%+7M(`3s<(P`fMQuJ5R9dDa zdXCDv2r2_s-OUziu{?B_XBed)(H1Q&O6#I1*&b^luqInhY8G6Yp(cG_))j`EI#&Br@#14{5;z!zMFr%hkyJq|9G$X zkrvD~F)#%mAt>)xq5Kt79OP=)Pn(kHJ(NoxaI)vlRSFaCfE9%?a))vG$Mg{LqrHG| zMW*PptW>`}pu+cern;B#{k18HID9(l@chBM7F=}|D}Uccir@`MNG|pY5{^c@3USdI zFK$6wEB-zfdGB~-huUQuf9JOqe~4S+m%H5PFFx1hPVuk0-4JeO?HSj};?x}8s_R(Y z$;Er@;vNuS^$ccaXMjU8w)>n)HeapND&0m zn$%puz3l|ttarT}0;xq2WCI*k^qV?>> zgFzSd+u8ypTNDX4Q+N2A+TT(P>HnCLkP!ZwATjIx=I-N#%DDy=S)jPcJr9?ROkN8m z3y4biT%Lz3h4Tnf3e731Y<;j%szx2O5e4=O|D>&!lqk0MWJ)9#6=L{uA(|F)*_e`| zNyJtl7fmZxNiM~Q{Jl1V3iN+tN+J%ufdlYb?{(9)-mVs99M`UbNx2SoHE}2FF1pHC z^>gu5(2B3UAsW=4#vKfV&+v~&_{WR*$BV^}Wc*3MSSv0*hUbfC@ed=?UR-x4+`3!I zq6qHoq>yX0KkiXlMf*`9cRW^e>JGY}THd3$K~TJcLGRN0E6sW}hp0EMtr{kk!V=nT-S5YuBA5qJ>FCSb*i!un-MWQ^%Kcnhr{cozfHrCDFbu^;?Y9>$DY< z7OVb@V^2u_ZJ&SY;D~<|0(<<2p-XCguh!;K0q+&2B+lYR*3?siMAv3#ngv+rw>rm~ ztX6YY8Eaolu@=|m8RqLJwM9#d;JTo-IX3ZT3*I6vZ6u+seNdYr1+Mp-l8D14BaoRp zYUZN7WV}@>xy>7a;xs1tTx@oP&V(>klEQe zSg1`^#yjnKq}$GkZ*Gq$gyhR_3yXxrs|eFrV>;%Nwngspm%cID7%2GhDz{B<@mmxR z3M)CXnX7h;e`KifqKs_*K#=GfL(aO#T=QUk(y0_)Mp-$4Ejq)feJ4J_*lf75NAY`m zZKfLVg}vwMqLT|d%f!fXtu{Z3vs`6LLVBm=rX)TO>{+pF1v*CW2_m_eeILnlo7XF& zJ8Wg@G_dI*@(1GJ!l?PAc%EgxPg`wi8~XK>41hlmw{XF-9k3jVn&zqP`iM4bid`KP zB)Yci*$jBSzHA;9?L@KQORVl9GbDPVd6+E8$NHfKk0IIpI5t=DroTiFWWO*k zDe9gyR8FX8$eEImKEYwkXM0{}@6kfDNgaq&v5q{!=N(e65T_4eUvkWL;rJm$4cL=9 zOCwC{ghM+YM@`d^27~>6ZPla&`?kyk%Z34#jo~9NzeK(evsX>mhHO|k581H8wUCWA zB`4X!{v;`^|50s@6_4`6rX=F_pwmb^E@V%|e$9Y{{MsJB zoXzq14Y`p8Dwf~Y=1jrzTc#v>j^+CMLI4hk<-clGUAKoAIqRlg4Nul%l`n6NB9d=3 zoy4VfG7MO#;&rVyKMG#gn3Cu@UI$LQn1~?93T^lsFdzuX(Wn};iTD)>Oc%Q|VEbfD zC^~gfOktfbxEG@B^0Fu~@<+7Ql(x+t$kaVK#UvtcG(i)Ho}BcnC#M|}(-vZen)4#n zJPv9zt(eC>rX+f99(Pbz>s!YO*TDgmqX?&MC~B)Ht!eB>g^-X@SVoy-v>Pm=?UIZr912DZWG6I_=*bwejK!*DOltG2SVqp2 zL~6@0o-bZ}87Ep2!g*tSdp?jmY3~8b3%eVm#At?G(DB9XQC{SDyB(6v*fKxWN z`U>7}jpEQ5YK5(uMQ1Lf6SGc<4azLHa=w6cbV3G4|8<7zXS7w77Oq(v*a3VIO46nC1G0EdYD1}4{c%7f_$9>xgwbj#>C;IOW#Ps^vt)lIa84Q zmMMuik_H(QnRMYE#DIk4f|D)=BqSFbkfsf<*ho7m9Gb{oD@e!{8>vYU7pP0!IuGgM zZbc+r=gN#Dl{Lq!lbFcHTt~Oswu$-v6wdJW=-@MtJE(0d@{bb#sPK=P_>tHQ-nRW? zSBd|GtnnhZI$kU`@DCfRTI6=OHWwbHu0?JK1jVjOpUsI3j$UR|dOPt6c1Gjc@+YF8 zD!)xft>C->LV)Ij7s#mMA$*g+KBoP3&*8i%An}+X3ANJg`vj$~jlwj|y5Jy9{>4If z|01j58EqNTg0L_n=JBvixWpmo!X*x`)n-7!;Z>$2UWpf34Lt&29VI(mkN&@f7JlnUqEQXx;3 zYCdkXZ8UNsn5gj87Oq0V?xsksA$eA^DsJ;awH{j`(Vl(sY$Ly`tDGg+>;8 zk;8rtVUZ_R)X}_GG_TU-83y`!ZPC&Ky*_in=grOv-n{uL>AHjYDv8!NwfRxd`i3cq zI9f7Vo;jFfE|TgWIe^lqRg~=PGnHsdzX+SHD;qWsKUixP%7vGS$#ZWi2X)xw#ju2; zNuJQDOrb1*W&~uVyycW8t2p|knJ-5SxcG94df!em>=N?G@x#oxBwH&fBr&#rbr4$@ zrA-cLe^s%`0S2Pm&}H_c=#`^Q*R6@^Znu$z_9H57tG8Lf4{3{okJd;ts4X?BVxu9OONYqVOTHR{nmGyQ9f>zW<2lCdo+!DM>}ibi}1#B_yPkKXVk z2)X!#(a=h578RJ6nUd%^%(px&3if=%_x-BZNE-u4my`>)hJK74rigjMB4XngTg{3e6)ytXiDL0OS;a`2dvn+P-s z6R6+RW<`PK8>S@U&=@#4=_9!T8jz4&^k{gx{8Sx#3Kek5kJT*HVgYXaCL2iq&Al41 ztU#~oabpW^LIx7lCri(Gqc$Uod2BN!(Q{xn(Mh3L)`zN}Twy}&A=NA-Y%V&@a}3uB zZ4uM9=WE1Sp@K&{&SMCI^Mr~43CYC{(*y`{fnv1l zuk5Va+8?{HzjO^aIckj?1{L_7NzX1z{pckCz zvWw#DgDJPCwc$>-V$xP@%FQz^X`Qdp{+42$uM{M%V8j*Ocr8+e6TQVw;m5T_OsUTJ zo@|P8e@y$!igJI%l!R<_?_qpqJKS33Z%BiLVH4|Y;%iG1?lT_0p)FEcJXUA??bVP1 z^mtN0`QO@~S3vn+rX+d}%9c}g?7;X$i*mWNzbJ~C#71aJ#n-c}KubYxcjhgY`-J$|R-aOSpy3Rt~nMD-@e*H!)R-O5A zhHv#PvlG249ZCCo-k}3i1=yGY9NXa7_Bghw;-um4^eVfW724b=5H1xYu3%SV(*_%& z9vy=Qe*-|#th|w(h*GJ%hE^#@GXR?JGGx28m6W!{4bq&YFH5kQp=fwvS;RtHl0|8P zw`#Md;AfkXkWKJrHi6mh%~tvWo!^5*u~cs}T#srCloqa4nR0x~Pz8}Q+Fw@?dB~JR z91(+YfgDS}I*?gr+6|(VAr^_>JB2Q~;IIW4S$DAkg zW;esUDR%N2Z59+ed8Ht61wHR7Z_z9r>wyy>l&R;0`>gK|Y73iI->Wkxl|a(CKF0?==u}`^jU53(gL&*^TNcR zzdl*=r@-_XZ6*|$e%+Kr93}(5CtW8uOal^<3(s}_DH0Ivg_wwKViS?*R(0}-CjUUS z6lK5*5C5(_f35!O;}2>$vTu zg-W*6%DEGT62D!XH-I9x1@zA%{NuJ4m7R+@w}$=o9{4Z(*It;#eyFrvdwb>ZI0k~= z&NdXQcG`V)=YoH~xE$}d=S`NX0P+gUc{S_xVg>ZlP;V?Oy4(a>-)sl z<|Zk;xQ+y%{S5za=z5XA<1SmT_t&n-U%MlJ?Gb;i@tzFF+mXli;;$sQ?jmXLp?`+y zpF{M|5&GvC{+X@;+G%vfwGZQHQ95%28{J{sr2*>*b|);Ou-Q5xPVMD(fCDbYPBk&L=D)Yp zx=*OJ?@+0QI#}AgG>c6Va2Af(?us3G#B0C$drOCR2pul= zeafv}RQPsM;X7tf;kv`9Mh*_b@C`C%ga6}-=+7V|2}Ly`S7$&%Mm67Wn(p)Fnzmip zxu$DQ7jl!XNG%=5>37wT(~hJfith~OiGCS4w#MbstasxM_CI(J|M+44@m~J%W8z10 zAWf3S=81~$$MeM>$3I?xqnz#YDeaGYl)7$v@QZ@t6&zyj#V)ydSIp@myN82*+&Yrd zT>eTy&x3Uw7wXifs6Am5Q{GH1mWnl`!J*-E+B!@LVEZ;?kECoEu!d!$6kpYojSfM; zwx+y^8W#Bz?zGuLXp7~~gG=W3E86@r=EXkvC_yc&oEyD+M=axqw9HR4cgB-PfZfM*^Tok zk(6yPSU@Dv+M&&lg4Ru@Bzlh4szW$U2)k5bSdxfT!hJ^RA#IV;qO>|g+sM45mOR9N9ZO(NC1RpB%+o3v4j<8S7JDX_I1KRk|!I_kEeZ!u{^IW zd|E8G3oN;e{d`VLeHDD}sRg1XGWVe-7%UNz05`N5Q~<7-lIS_W+X0~$6p0;$y>=*| zE>OxRE2cbSVNmL~7~*$pi=P(a{!rl42zgZoJIsFw<6vEo#P}WB94Z*U&6GsXG2VN$ zRR^whQMT@4{|EToet?Ut5S>m-?w1w;@_aY$l^leRJ0io7wjmA1|ChB@lNSFynF*Fn z6vVS^b|9K)`m}4MFPbex3wOD}5+i8~pVH=5v4vkWCDC(RxaNfGa)$g+m9}@KZDZJt zUyK4i-GhwkUup}P7S+v}GPo4|Z#LkP-Sx#Vc)^kq3Eo$=nNq;}Q&SQ>2X8I1?P9mt z3)sRXIb=$HgaPXt?A4%Toj4pCqbQp=OA4HV8g~iRLTz>wsOFiH=s8qr^E>V79%R^t zw1rID&b%EL?P1$9b9veen1w&fmavnzGVK3DTN&wLA17(3izZRTIH^uk5#qNJO+|#9Lb#|S9WT0b*S3MD{+WKImMr* z$wIMPxSfAWuyiyz76NfO4VBtL=Yi=V_l9yZF9rcDoLIoj`g-o|Bhl@0XcDILEO-Hn4OxZZv8&C<( z+}SwiFc_R*K3C!v%=}5*4r()`;C7EGiM#P4t7Qhjj4SuUZmZ0dSy8l-9$=P=+ES%O z${S%zSb`}&3CpDR*A-ZDf<)I^idkl8}b~YC{r9Q3(Ssqmr3>0#72z&J69)bX%5dFi5h-3s@rwrLC$yPTZ0TdBBzg|s%0u;P zgODo~u)tBNeo=2TP=Bs1P+Fi?WwLROLhuBWwGy5`(`H41=TA&Y^cz;+10 z#Hpk-k&ab`-eD#CDIa9rFSh3_qr{>V^^F?uF|4+>3evW~9Smzo1|0h*ju#QrJgAJv ztPhJ2YMH^bss#FGZ59=vx0{kk4YYCex!ynakCy|Ss#l9xZxJh-==Km}cv@S!v>0v( zj`?edG#|3O%v}hvU@lc6_MkRH3S!3viLQa^?2oAL^l{jqT+eIuBX7Thd?+%Y*3r6C zIfweDRwZEsetD!A)26lx(_*?mz%;qIS7i0!j3FkH`y^&??m&2$7}_^b0{?_I*9!0z zQxdYNo@3kjGExzVE9su=cH^(Q-FOqFnGQ$`IT#KAEfD~shKSBi$ze7ySn?)TTZ<)c zQ7?U2l-NGrsja58_HjVkMA?b>WB2J%)@5pEBy+@Q62{_xrp>%!G=E}B;z}A#e1+I$8;vnR zHkw5{do_p*8BKgH+Q?`UG6eIrnOBVFYEu$DH=3=|(**lhqE5f=V#S-9Dwy$UhTGN_ zH?5D@Dt&~%+ZGjZ6T3?8V9`iI_TXl1))X+eo05owX^@Tm8Kjz6$2?FnAR)QngsuSz z$pue<8jz4&e9LfFwn$uH&)4VXLM7d1V7pFa7?0cg&$wdWtx3z@qJ(>1B-hSiW4PYU z%Omk;0g198aRn8;;!)Q9sujX^*v}Wo!2yYq&Luy&0@syX{@KM`On1M_AuKr!8_?eXkSxws-Hb9l@E+ zoGGULQEd(srGMCz#2*E%<3o(wY^NNqWpwuX=oSm*hK{O1-qj#&G0Pa^#|Ib zrp445#p)Fim zs5W>|-4+5!aHlk`Z)@|QVDv3h5 zxKaS^k^t?qckN09DE=u>yAW# z;?FQZ&ufdO3()QWAm&X0=$qOsC;)xKltj+~;ta!{Jvi^^JdbU6+A$B8{0PIdd3Ud3 za4!k5XOCU+IJ1c}1)YuB94P3lGbPb;biB@GuS92`y))Ur#h+n(?$H)axB2Xq_z2z< zfbP_0K>_FvQxZJ~i1P@0Zj%7*+-vWQIk;{QF+^Ey;nG6nB^&nKCLv<(6pUV~&4Yr` zSyK{M3ZvU4M!R;|yKakiLLNrSLyXbW+QR8#bi2fexl=HDjW!PoMz1s_(Q}M=P`YPd z2%|e}9D|_xD=qT8=cd6af2eo-o(0jiri8y+4 zu5jj*na9QN1?hI4CNUr(xwvGSmy}%al-Ol)QM?>3TH~$u3Y^0*hEoT|{9_ZI>hu>^ zqg-)hL2(WJxURUCe)JXB(T_F7_4H$9aRdEWQQXKsHqnnc#cSxt!s2H7F;d(@Kjsy$ zr5{%pucIGpid*T&f}%w~R)`ZDK>Gjh?c8Ies;@W>3p@Lseer&X0>UE7Aa7J)L44pM zi$#3P&Fsu&XRbRB=gz<`#zw2Kv-T#?GO0yseWj_Qu{CKLOshq0(?=v=AgQs{w%S&0 zZD>^tCT;Ead(Q9fouNMdQAu`wpYxmFJ@=g7{k`sG?(cA8U`Tu!7pnOml3lF@FHF;1 zJEk!a+!8GF%A*fJPE79_xwGV?C*X*YT_bmuoV|)wz=MjTfUhc!23Ad!vem%ZiXq^7 z#TwwPinYLRDb@jhqF4|7qhbTFdXgw>1fHYV1ngD}1M`Z_zz-JX(fo~|b0c$6V zvUcEkierFZQ5*~0t~d_(9mVm$=M*OZ|Ef3<*f2$uO#;qWoDAHoI0d*vaVqcu#WR3E zSDXfXTk%X_c&aEn3%F2mI`BHh8Nk~WX96EqJRA5+#aY026lVil&k$uDz$J=vfHx|h z1H40VF7SJb=K_DDcpmVC;ymD(X`(CwT&_4DxJB`N;9ZIffR8FJ1Rhpg1bkOw5u zqHGE9BE_Y^sNyofVkhuP#nr%L zife$U6fXu&oi57O0@o;B0_;`16zC~l27F5Ka^UY2*8!_%h=wb6l?t98vO_yi6*|zS z@%Xk%I#9nNJJ9`#>_E>evID)T$PQG;ZdJv1wFjX#h*qJBM?rD-Oq9T@ktkeHq~d!G z@;K+GzEA}rbheb|DLV{Gq3c!P`M+UM@_+0LJorr&Xj$Vd(ZjBNz9PH!HHz%ow<)q~ zKd8vA{k%cZ{iZKacjIhPSl>0O+|>mflrRX5hO6&lvjuKv4K)+6ksFY%u27^yJ&N>U zP?45Cp-4+#QlzCHDALl&_+1N>(b7&uT52nD5V}W^gU}BYIS3tB#2^%0nT5vOYM478 zzk1=7L(yv#Y3^-`H1~dkQWr;5pzZG~()Nk?4I^~W_LYjXJ*G(8cN!EO2Yi9`dBhh` zpU(TfFdD){OleSB+f@x=r7wiat9_C2BLqKOUYL;hu}_hHJgZ1Q-cY3JwTSMFvM{~i zeQb;ry_z*p+ry$YqIOV`Y9BKw{=A|B&+(BW&oOh39LVZfr^xC_E3$g_7!)1Psld8= z!=U8XBB%gPU)#mHTCM_Hz!pWcfZ(bwHnmX;vx^Nl4zE_A=mCSG?}#r@--t#jM2F5+ zqz_jp(ua&9eJCl?ho=?cLvZdT=G=8ScUu$G*2%e-D)J0BDe??oH7FK6;tRCsxC%V? z2L`3kI-aF;bzfAPv#qx!#Dc^58tH%uhXLj zStxLLsd2a-4mY(xW4$=MK#>k#t4N0j49a;9s6ZcIG${H1QGsqvYZZkuo;quNfp#T* zfo|QW0zLVeBJKUNBAZfOo9JPKnWtFMV3rvl8sNhqzi$v9o=~I@FDcT8_Y8`y6WXQp zD7hXhe1SHlRiJl!73t7HMOyl*A}#&Mps1WVMpV{_%5}a#l{-{`Lj|uq@{4xTMi@Ua zgku}U_*IHDKCVdPcNvs39aI4(2A6ZWsfs3OJI3=hiMCUU)HZdjVJptGd{QR`~*l=D06lXm*Btp$5W} zzEBI{m@m{p7+ojYSebJaS(zIYS(&aPtL)o~tfglZ*|c9*WYeyx7iF9c&sF4Xc$Fe& z!)=P34fiW@Nq$I?OY*-ca!Fp#0W#dhC3!>kmye!G165a(ZfJuu%cgv#XHrpYrNbb@s4Z_~Op=Biw(qdq zfmBbXujKrLzkUsEQfY6=yzj?7rZ#wuZnB5(x+A#XHX8v0eR+-Dm)Q=vI*BlTc|Zdm znjngYZd|aztBGe~>1YavXna1eIq4$CR9TrJug;1ka2XM}5P=H4CM%lGq%RI~3O!y; zrbpkEMeF)IZ;3}}&rkQ-uALWGY7onbB81^0wXvi|mSG8#ixIKJlyNizLCXu%s6fI86-fA?0tp{fAmM`wBcd;H~rmgGk;UT$a%(Y~>@SM>Lt=eVj4z7qLxtg1 zQ^`X*ueR4t>&0~L zhW5mCugT3OlIi|=eHm;ifry!{*421j*hMqK{vUXcy?+3~K|7qCDD5>{ebF5Q7T%PV z0t_4Kh4gsTH&ojQVPEp9*GY59m+r)rgyWoh`0;gqc=#AZ$g`fo5(0T<@X90`7Azm& zCITuUSmq##b)0sr*LbB|P=s#cF(0SBRHi-T+RE;snlKF%c4NH3ma^h|7g)rEqupN`%fOl(mM8fWfgxwJdyCV{IMEx|zld-(U zncZE&xEk-%5Ua9X9Nna5$HkGx^gyJ<| z^t56b?8@BF-r+T*2HZR|uv~xzA|W)bYv<;19x8d^E8`d+Az!Rz{L$5`#Wa8&-|So| zF~)1g%d4qOIu*^`VoB`RA+IgY(ZfP`>dba@1nE;nueCha%|>H3LdsSYjl&6S1yS_E zg)FSLEvj*%{m5yJ#&Hq}G=)dMQACwQWZEWJUdY)&Mx&l$xIh?#yOAYg7E_UjFf zX-?!*the4Et1X6b=4orIjXnQ^+*Va$q53o$qgzT`<%O~PFU`RWozBBlr-Uo+H577v z7T=sm;Tk2b^_mlQly5y_-i#$O2cA~J;<_QWLnq_C7DX%tsCS%f?Q0(Q;Vm8(oafS-!e8~Rz zE*iL~neooDvCeyxIxm^Bf6Ixt*E{b+a!&H&1AJgXV&`(1oQ1ISCGW<_X0%c_l1ezZ zGIl!RzpE56L0l22E{D;)H-gR|S&#ij&}ufIrrn4otJ4UtMI>i4(uW%vjyQ>-z88I% z14D&*v;Nd|%$QgA@8^H<`r$*To9CQ@k=_koh+T_~SsbV;%$of~+wYB8wVj8yJoLiG zFVn0g#w-q;6=rp8UvQT(Ys8Xg4*w`L;>$E^sWFQKd4*YX?)+%IUt24RFHb*s`b9*; z6z-yC$}!^5u}9r+0raNXzITyQIZ zK-b27PFWR3&3*cTWybyX*U#O%Y2(q;JQ>n9eADM^RImr9F^rQa4D+goN0II$_qKny zr+gHd_SjQX4{r#4#wfyh_%uz&+q##}D%UjqHEYS&?!NFdG;u0tWi>64@u>TFd)w{p zPMA_>%?*0$T{}!tA1#ja2%}cmR zbe_(3=P|DPTn91iOWwHh zqE2*M)Q#nm*}SZ(`tvel;MP>uTM>6#@7(?r)^T+zXA$t(t52P6pMNla6^h!7fvt+vlQoFETLqg&dYL#j}IiIhAtef;T7%J@?6GkOCx+aZ;!mm z<==318OJlAvhUln(KPONteA_x;hLL*{X%cCub_nzM7x2V-N z3Xla`xbY-?^u%ZdKiS z-F2_}X$bcBS>0XBsdLWn+;h)8_uPA5GwW?LubFWT{nuXBsO1Zlivw=uLZM!*l-)|R z(_V6*RVd{Shc3Ofv+1>+OP&7qbxy6;InnORRkO{y>*fmePWyquhZ=6ZF<8zQ-Aco) z44!eFEU1nR9v45|W3E%L(BF7#@R*xzw(9PQYSV2D4v)~61_wNHjZS-Zqn;I1_Zm|L zk!-axS{UoJ7kc9Pf6qS1Hv)O)RWG>pdLidFgm`mHPGzj+jJc3;QEg(3^wAh@G$%?f zu_koYY4_!u<rAB<_isrNDK@NblQtbPOC!CwVF-;-DMSMOnjtJX}a}MCyS5I$(Ec(qmYH9BZW%N zt>;@K!>xL$(_WEpHfxQ2gM;M>zB5p*Lm`Wbt=a@$51zZG)1C!MM%>Qj_PlJh<-yr_sr;Z!fC5wQ8f#tkx&^BM$yUp?T7CkYGzP{BO;8^wR8zxG z+8QMGFAmVJ&}ryHBXtL=fcDEy1B^puW7XbP5XbJoa&b(dr1>+a~?>wSJbEeM4}FY90S0IS7100{0HbY9l+$&FT__BzpD zlCPHC;Tnu%xKM#wvYltzD_aeBILxd7460l~H_$wq`~m}s>r3f+q0wl$4G-PU?Kk2yv^K>dX%WKh=-=u+y(`x3cQ22`D)q2ydSoat4GjBg2d_jkdsy0zC zjOAhNGq-Quz73azOr`2rwbPzUKL%ALIf1@)NZxS`0J-B7FedB@2ZE0g$T* z-g2wdL?g)#1D_GMPG5Vby^0h*>{gr+m@aWvX$ZGKBF;y2!hk$1{71q_lXo*Nukt)UT2c2qiqX|$K$Kqi*8oD zJM5H7)$w7ty=q+;h`d8~?UrkhYYFsSZ8dAHCcGc~3h=<9=k23};{h4yo0i)o`0F(euTyTkg64W_1is$!q69r$Dyv zUz;NUtH4GV_^KiQL&%DLg*p$o;r3$hPv7|9@w_Wx>EIdo>Hw||h%SNu4mv$FBXSCz z{HpdEkASK(H@_!;M}FCf{PO&Y{L1{Q{ObIg{Pz5g{LcLP{H|y6yD#VWyd-MDA2l5B=_g~H*#RCuE|DpV`{DaTrPv&2qe>ne0{;|vXvzPPd@{i|-hi=OM z03LAiBl&DTmv`H9F1n0Ve(afiK3{0B3~Oz;;g%2^kSqDz0N>bR4LG@SwNfCPAIR0K zwOn<)f~!quY&efz8=e>@YUK(S2H+k`{AcLCJ;i;`#w7u^`7i~(GRYIe^kwn+@N24Aj=itE01sEv#cJf{HHerm^-OSg80tk-o;b@G?!(&Or-+ryWh z?zHD~JMqGi`5wm9k>S(D5xz@pm&}n#!e3bM28*H4DA;9fJ7i} zOCX1yYk~hC?Yy>=|5$r&lLBh88}GtAQXe@FzJktR{|M|9QKV~S5h^s?&NB~u7yn(p z{7kbmlK(KGck!ib;2fGIG7O%sg6s<(u3QV4F&5^f4#?SZW%X_MI^COGpBT+l&+sox` z-!Oc$!o>-;nu%+tmkrd*lZO z)dzgb7ZkZZsZ1AdA1+bCB^MmxCbPf1*97j@SzWpYXL=&1%k> z2w#~et_+Wso1GK>tB4)_UlEB^vkrzg$lr)~Vh;a}@n!JH8t$tRv2&h9z*li7k+SM3 zg7?zEQ~te6PobB))bZaf9)mdf5BPuP-;)0c|98a9Vt|an0(yBGaJA>Pnxpm|b_3(% z;HgF4Q#A)YBv_QRDX0w|Taa@{9gN{%Zs>!hcxz~QJ&ME(xk^OWbtH!{4g?s_1n(}P zXUbLTy^)EaQJK7VW3yf;!&IwH8VVt8Fp5YCL%!igjgmQ+10oAVw8rCV*o}XkV)SBx zF>No)V@O@1VRfKOK{KW-)ew0(X|i)MbgC7y=O;Rs#dC|izlRHB6-u3)6R%^S7ieI) z7j`4m#&5$pw+6cyn&IEizcc?X|M&J{a;aXHgR%uVx~1?NQR4$07bx{9oVTSwYQ(&$5`r9KRik+7Cm=Qp6x<`XTnudt?}9O|^M zd*YBQ)x9G8h?k9EFFVioN5ZFFTXf)s=Zd^F`4DO{*FpOjSBWu=+Y01aC`MS6PZAEU z=u*=q7#D~ez8k*p-nk+de@%NPT^ByOPdvdxy5jSAPy9pgE|Ygcspa6d_oB$-i4O*M z=8G4-WF0yOqDlmrOJ7D9p7`WQLL7V_s8qV&{W2#<3mT@hjeh^Nxb5e z0v0H@6u8jEBB>y(+wXV$dz60)en;lX{~g(Pnsb4W_2w|Lpy-%GH+e#ar)dI@Psu9( zb;?!+zrQj6rr`HC=YQP)-Twp)bhAER{q2X$yDh)J3Z(`IkxnK0o%ZP~rYn<+lIl@& zs$P0h(mG*I%a@!onv&qlub7~p6O}a2#A%+=Fl?%l)C z=)Am7+2Mc=GfH2FTSNMSW;kio5aogVr=K$nnyA<0h`4%>=?b?-O!5>`pa8$MQeM-G zk>ov|+99t6;KWdAX(ZE(FcO2Ng$GLrjVQ-MAHe`bHYmh>$jrji(EFIoSf}19G!Vg$ zxff}+Vtor?Yg8W2qKeT==h1J>y5<^x9Am-tJ2e+MufrE>{YcQlk8iS` z>a*})9djP_ip3WPFwI#)7}h`d*udu7?|J;zr!MtxdeviR&z(JcZg6aiwejrPTQ_Xn zbf+~qXx+NOD!WdlArg|~c?_d0gnX3M^oaFc>g&UE2N5)mVDw;(=P_~UAa_}tuvl0N z6OLKJ$IT5`j}%HJYs9r`nCu1(N^@4w)!-MWX^lIs*Q;x{WBoAfEzbIvMMEKdLT1?pl&9t5LjK(n9TK1g;}X>JkhGxsNj z`Op(vAPAHTJF)JzMx9c_-C~i65Cwkf7}*DIA~%kEY#DsVze;!rKrSG!%0_o*@V8Lx zoqQkSXX`E;k@pnYHqfPd3z!61w5J4`_65)u*`}aW7`6I+Mt%6%1U%L&NCSIDvhnf$ zjn?gn(&F;QP5lF#H*MS`$X>EA1Lb<=GzGngAxa~cs@$YdXQ|Q78%+-=Uzv}clNw^l zk5pTjzxFWTo50fQ=eJ1_zBPDw4j|!EX!dVBTiLiNtP-Jc5TaKG#2@{P35!fpk~YPi z@OyM4$_gPa)I_)FKYA}>0P*+fA+|^%=s>O2$n%#T+kQ@dpB__GPZ#Mw<$V$)_HMvc zA{AoumINbC#qFeDW1|U-`RFLxxlnY2XC0{JdxlKK9oDD-6;~@(5vgu!wHAU;%osZ* zeos&&hC`|k^BHQuz%;CzA}S3SeYO_3EK(oZ*eT(?;ja)B6d=!-h1NlGQG0VPR0}za zCb;c-t0G#N@NV#36e9=xgg%Vwt6bv|%&PRSKU-NJF}BcC0t6Hb*amK z9k3(`FNWZXr(k?3`+l!~=lh}Llpi-R3tq((#!Ph@f36n;Xs;-Sl8rfUR0Q>h0~E|m z2O{4ff*G3r6SIGirs7trepy%kJ;8(gMKs(zx^}9j!WU(3K?D^$hiR;X>oSf)?u8S} z++#oH*BE7Um11KcTdKCGaG~xFK%0XO(#@1ZL$w^gHMo6X&%mBRk%Vgw6dU)zA0aJr z_Zjz5d;js%_VMG#hVMUf{8+V)-=uOy>V>k|35p9c-QF;eQWP?m9Y`CH@KW0%m2vG^ zKdJ3MS3FMR)D!fNkIdpR7gaA8o0KFY`#}6M$Gar57fby6l>g;yL8RYdSxwC>Fh>s$~J&&dcusLsVZKcZT z#O3^&xJ3gKWbu%Z5O1M05zr4~xB(WEhEP7!4J zPgqD$qxFf%ilcTrRFh&0+SY9W1?wy%_R`Cb9fK)Vw%mt#((~t@YGLNFE{Y%B#--r- z(Bn_FDyZwij6bzA`NVA&axCPrMGisq_~=rQl#w(rC~H>FQrLtvKXP|tl>2(>EIfic zPUBCM!98^rt(0QE24(gxJ>^9VjZ5-FXHh1G{2)~gJr&R4|IvGJ?36tP^-k>;a97uQz zXkZ-P^Kj0H{7}FFYvtv-OLYa!;k@g>AJY(8P+S^*0%H~ou!d&D z@A&0u+!R8uj92UDiP+Gr_$yRuN>y>(yw=FCcsC^f?Q0*urQ?YA=fNbr@jF#>e4ss> zCrFU?zz|Y<~W%VTpt zsZiVj&ljZ886Jc*<*(zsv6TkV@4M9cyqU9`&}1IQ-kO)M@vUT9D$ z6S5=KR-@w!u+0CA>dlt;w?ZyL2))X`k?4&A#-&=?bN#t827RSZpaStQ|63@*1+_fC zMDL?kku^uo0eR3loA0)NaQ*E+AUlYK;wdj$qgp6RLq_73Lc1wU$w~5$>hS?L}FyViQD%FYE|q zhSy}peAY1LsYFdDf+6o2$@A)Lt;VSzbxO-;d8v4&8+$A0?qm!up$8CLwZ?`^nEFG~ z`!eD*^ghew4S_1H81V0{rL01281u6ghsLLGN zXC^!{r3F3(o_e(Q1|$XfYG zS(NqG%flsfX7IA|J0YDl5JbQ)=AeteqCm#iTZm1b&5zw*EWg8P`SyIz>D>?5q`2$k zbJQ&p?r0G-LxgrBIST1Nc#P*w(O`U@R!Leye2hT6Y}sI|Q6I#5hrxUSwa%D+@LvgO zETGHpEDhfAZ^*YS`5^?!LFu+vR9?kgi&Xd$m=#-UWWtZ;$ zm2gl=YPfy`)v6=jm~r^Li)#JZJb;v4%QE=@ru~tlfY~G4@4H~Cx93-eYo!+Q7qR)l z74p95gi0u#$FOFeD4oSHrx1{$+UtPq3NfieQ7hJVIra1CDoThZg8Qq*{T#)}UMGVE zKvXm?I}l#D5PpQqRpb*YksLBG(2sm%x%duGk|4$rU|bIw17i>q}$Su{L2Fzm`C5o zG$t^2DvC}5^I-jj7JK9$310SCM1+j+5X+)Cgq4YlMdD>4f>$;dyt;X#&m5wn<) z3W39_53fFnSU$6k+Xw-I`gTe=%y_EPo^h$;`X58lfAH&r!LRKF@HHbYf)lSQuODTh z!9sx91L7{K)%|N+;*UZ%L^`xq!h6&!K8s!3+Kn8S4rtK172Lq-df3av?)1CcF`14b7mbD+1ZOLaU%qA5II| zki4KpT_@Ue5HN8?<04KE3@za%)Ih84d<*R@x~KEl(2Woh6x-^BkbhVE#!S9pOs`9Ofd6YH3pT^6~H zd?ozGWkh9FUiwJ+D=39h^VG_qOw`|FASH@PQ1b+RUB>Jz8pruzmloI2B1>8xfJXTY zmdK)}km4*}4{Q0k-|_MB0hWl8g@XtI2k~TM5RQ!A2ueT6<`>jQvmqMDR`bH$W)%VE zK*4Q}3L50U>3w=S^8O;R#tGdH;#YE8#UDic-d;pihg2sse38NxQUnc-;iscl`|=Jd zT}Ap3&aAykgq&Ct3J(B#@H(>`L|q;(kn;;7L}JL~P=3b#dZ@z#AG`gqWAcXha* zd~M@D{my?2uI=G#{hxU43&FKJ_}Zq=zTzFhwY_|8^QLdyB3rrm#OBRIhXcpKSDI@^ zBW^=nz5O>ge=X!I_}Xu8dso;2@x{-+{O5!3Zlmu$`1^0)crO+Jd5&bKxb~%GXFl-8 zWamP!d};ZuPmlUOiZ5*VwH*PC?L_0{^Ill3RRX_sWm%fXAb{17$da)A~S zi%0~|NU~UNMQa+Obaz|=$zWdvF^D0;-m^la$_TtS1t5qIXyKJxrza#a;h?|>S3uJ} zcv^_qDlQiad4!l;=`j?KVG@^S+g!_$Fd$!1Ah^&nmJc*nKP5U(ls5%_O(plmO-f4q|R`cr4xVP2; zX-A9@vH2WkU1&1?M`0uFnP)JtprP$@nI{bPzY-f|fJ*W8^l0J}sQjRb{AQ>444!F? zU|+4!ls|EBT>&$!$eQrRZQv2V&*H2lew&LGWAYE05f_zLxHB&(NWdFI3!D}fuREAJ zr-jp=l&ujl0xCX@PxEelf>TV3{TQx5#5WS(8^qpz$P-zPbp$I+ts~VsHU`UCC$Q@k zie^u^O)8Ix3Y+$&Vh5inz90WU_9Au}qycU5?f8k$Kg&Pf!9U)`Kc3?sKO=q&Epl4L z_u|*$`|uCsp<&Jx@@(p|KL@JpF^HtKC_>gknYT&_@Y8sYrTVa7$waETF{x-oGlf)E zurCPJOkiJ-$%UEvahBmXjAfV?lYxdRQ^=4#j4Wb!FOz+i*j~l4P6HAw385`dsABrK zQ<)Hd@NOrEF)e`NLfVQ?R7`KNjw1^zmT^4L5-*~l@HlUe5;fDS@LqQ#lNv9BE z`LXI4s#nlQbQ2@-2^QpBPXxiXup*QT2|^>zDFoU7U}&m*i|FXG=-DVRr3wRT%@i!e zccHZ~b&sh6te`4K(VGT(tfWR%NySn8jhHsiKZ^XL#6K$hqb7a~&GB1s9e*RHy=7`G zJib5m{<~YOBd<7ZpFT6RW81D>gFEq$g(a~RAUsqli1{2iJ!tL0Mya~RIzh4iL{vq+ z{ut};hlKDldY)Q;o>%d-Mnm{1Z0Gt@wBwI(ddIL%xZ1TXO!gpi`{pRO)6}-H>utPA z&~SYUv6h8)T1KTb-)A$P1D9x$k6X^%3%4WIJ}$_vB-HW60g$g zaP0eo{X!!BLHgHN-j7G+E&dYzMkDDv+z@*ZYEVVdD#%#HOn#B@W;lcl_qF`w z-v|m>x;-Xx7Kyo*u%#5=O7e;1!=FM2dSNC_ZqnAjUjs@iYY~! z1$h+8QWW2Vf4p`)PqNP+|3mGMdz2FN#uUFKC>DPYKN2x0ezD7);`7~Z{7JVPLe~R4 z);x-_CiNTClMLCsnL{`yM*XeY-Ri!~GF~&gN07A#GpNlfWNjKb+tpDU(%9!&8XJ`x z-rlITh#rJA0^)O>{-Fg!Gq97F$VI&feKDi|j^Ffb%OmlvfW-fANTMBTj?B#e5tODK ze;OfaAU^fu%x zMJT=tJI{9VBh1#2wqz;YX?tbH+cnI_)}1!?hO@aWken>H!0S}3?$>5V!RoLe(bc0) zdxKiQ4wcg@QN>4ZvBJyR5~fx7LeCj;DOD%r>aI(2c13MQ6jhIzl90_JXGo$QiE~)B zjJ&HcFX2ff+3Atfz4=U)=3tPqv2cirYn^D786}M9)%H5&(=6_D+Nw)yNmi!G{MwF9 zxkDT4VSRp;Ryr(e_8 zAEK=?C|OT2couVEmcI#Ev=^D|LDu@eXv?2c>+N+Jv7raJ6tOjNX$M>eJ}t8K8<3D(yvXjNTgJq= zPuzcqHeagJno$IBG>XB#bag9-{o`n7I8j#PPiAx8Q|x((_J+Ncc-dXJyKGMbJ+{W0 zHgajL@c{h3FEfHblG%pLwvgFonejuE5;bf(FvupE$;SjThx|-};g+>|R}8l(NOT?P zb?>uHoyQFaadICP*@-y_tWPF!=~NI)Ec}UJJo%#x-&?d*kQTlhGgz=roZ2V|0G9!$ zHZM`~$KZ>Gu1)Fz-lWZ#f=%0$glx{28QyNq*%ZXpXRxUwHlxK}TXbrJzz(b1Vg(Uh zpJM1fsx4kx=+AcFur4|KRFTbZ>A)A4#83?3#Q&&lm*k4 z+fg(U?lUkOdIrq0%xH)w95@7?A{fn5lS~kTI&rw;| z$QI5Qnl=u9#z9}`NqE^*!lcBcPcmY!))q4@VmD;MeA+QSL--|(HD0C7m4e@dDT$ur z7i&3@I5u{VF?yf2C}}a8nJMJ3L%N(gNElrFjP}2JwH1;U(QO%V$}tV`<1>1gfS?W7SR#?Z!KQVPCZh(B>H#S{3-apU`nFr_-;Oe#ng5a2ZkuK`c^#7i}+!k z7a8Z}eZ3l6+@7K1mpmzAt$MO(b-oJr5^W|Guos$==sDOMAITT8d5eyUzaWC4pccqK zU-T%QHF!@nj!pd*!+eLf_-UK-#>_bJZ%h7ziXj`v8sL0XyMSX)unDj1t{12f@6u*a zfq1(qiJn8ehWz!Z!^a+y(2hFg0**(BwBGKIF^K211xyR#TH%xHZmA`~^EeE_worxb zmD(&Rusvc*qUW$JKR^cw(@N%Ym(gV66Aac5X^WK>tQA;X0lv^*hWQHNv`EG2)!N)B zIK9f0M9*=Wa|oqgIEo?Knu4p0$IofApB9g~nVk3i5C)4?4Bn^Bfr7!$n3Cu@21~`} zAG9+NPCDl^Eh4@x;XdQ?JK7?p#bsFrtAcX{@PzVXkEakqOH_n@TbmaJq2Dqk(Q|}0 z?Z@i(8p7+VdL`2hK3A`1`T>MU>HYr12gj`VZPFNQ>y^jAQ#U&M(MxzR?t+g zUYp_ch~SXRT}ve_7Xybu&p$V*%)F${k^)D;6b{o$0Wn;J@3wO|Hv`A=;rzssmBj%; zQBU6eF-GIZwM9>l29^`rF%FUP1BYQWlJIz=Hd6{7KW0io`od=z(&;YyU%KBKadE1B zozDEMS8--d6tRT+4Ap)Xm2cK^M31zRv~*H`-|aZU7Siz(fTpk?Wi(Va4OdER;gJ)ZJAPzpz|Wz*57DD zk=C|uhiwTdZ0xlwq@Z}c6i5*ip^+3Jqf0Qkztm<@F}XiCCDC)R(d=o>Ww6jUURRxP zpP^f@V0yxBC4y;_TOgi-^}FCHgiu1Y*F0@r6oh7*lIS@?YcZ`x$7P9mRh(CBV^cX) zGtl|E;o!18$#aa@Hf<5pHn!_Cm^~vNMf4NpF@#(~4cCA+PYQCko08}`a{Y%2qoX(| z4f!cgKLW$!ZXJ`SUwzH9*cp&^>s8j%PxjhI`4Xf0u(tSVQQery`TW~qe9MA=yFoi5 z2<}4=Csci%)@D$F_@pU`ofk9)Z2u>Y;*%R8#7b5)-(_Uqt*wf* z$PQ2eeISb+mW8rXEK4w#771$->c-xs&8LF;PnnX4qizre%Sf725(XqB7x$UQXI}nE z?38--@=sGAhY^kpik}VAPJgHkSh8)ByouWreIY6B^cC%|Dwg&oLBb&IWSZw#B6hVC znQX_RGfJXCR>>xzDYjAg|QrI0yAM!*kQZ=^3;r_78Z*m?L}CKVTvRPr|5joi-~9JZnrzq=v^h zX}d0{73J2m#lkYZ#PbIxeUec-s4ZvOMzu~>fO4Bcwjf|LgkQp#^ImPH6#VWMB(9=U zTX@_#PxEj|9xZl{HScN*nO5_Q5X%rR3BD|Gx6To5P84+yo05>tOs~ zgs7oC{pnbjteaDI_n7KoM(*|6!lp&;W~^24xDB-y-U>)?8*VpA`?Nf*&6)z`kC>8( zLun8-%D|J`uK@|k#T4D6vHxAUA0;v2-S5QtW6>C<%QI|0AJ^7!TKidr^j>UdzIZf~ zkSO|?Hb08dd_<7AithGSe@PhmTnyX<23umlL@`PC3PbeA+A2v4(XGJ(GV;*iT*R9( z)WYHC%%lMH54HJIAp43b3E9HF#HdfV%g#IqwbU(~HY3Ie{(?InX|m{8G9lF)jO?|G zdKISLnyC`sHt|g(i4flb&Y{G?yrG#%9{jteu*mI!zHLe(j;w+El^&d3f&mH1MXx+~ z|9<}niiX&2@iZoH$+}uKIr=}NT3Pzn*wl9P%+xkzf@3EdV(&z3;zknKEz|?L*#gxL z2)`1sw}b@pR&5p)KVl0KSJCy~b_VYL;Qmu*_~b4+dqbcY?UbXwKjk}&+e6w)N$dQ1 zsZ>{B*njTe{$jt#J}ZxhbA!T%Xhy zIW4a1#k@cQuE|5*SxJt6T$?)u)21njo@2U(4w}XB+Fr1BA2uh)0jN3mVzilde~b}) zPFujV2(HDhrXGi)vmOJ7HggynbIlq`$X2{ln<)jjXH7};9Jsqriv{!k39odZ1f98t z#hy7j!B(7oO52^HjF7grnKS^uLRxGBpVC%US`&C#rXggt`8W#Rn7CQRK-|HSw+gRm z6?@*Ytdqp-vxX9eS)bJAT(Of+n39Owi9uK`)6&9r!}{mGALdkUPWOCc*RL$J7ic8jsX(pmH$zjFU6Q%6eO-< z;C5$dX}g8p%i%wQ_3go#^&;-(-6)}xdh%iIS44?{UA?$hjLgjmFfFJcF0jr`oWp$e>Ws37D-E}d z6QBGDXP0Q!U-^J&HQl`FsVq0|uUHRWpvAWC zI2~ym2Q3vHz{Dh?MGYQ#fK*J$|Y8z%nvnWH`4t7GCxxd9{Dg=1hU;?@dX_ zmi%{&@^t4F=Nxdxkk%QCVisIwY}PKBo?(H~G}?1fWX9hQ`j)<=fN+&I2MPwuO-ZE2 zz0AxLy}W78gI z9q?+CCU9D^McYN7^Jq437Eo=Ubudp$&%C_sF*=ybKe|0KB#$iCJ=Ze4x>17;Q74sMIn`~4+uC0)?Muj601UEEkC%6gu@`RM{8?_lx z?BmA-iL2);Y?`TYaE`R)dupsu16go>AiH>f zR-AVfnFPwD#{SFNj4ELM7gG|lvHxdN60)(gNqtW?_8aA}#<30*>N&BL@9>0cJ&XuE z+6k?TKa2Hy!INxTf2pmkw6=xnW^Vw7D%%k-iZy%ggo~mduo-d+2{jjguFaHUM}Hzn zbae{TKMuP4D0Vl%$}Vg#b)+ClO}2!~X=w)V^b;*KwVdtN>o~ylAe}jVq*cL|RMkop zw=1N@$j)Bct2q7cOu?7c9%Wg>wYW3^*a(XnJ&`JceUcZsPMdKB{cB7~NH6m5Y(UdJ z#2QF2lW19vnAzE%b41&X+J)}RYzVh&D_f1|%dGQ;ZKxrwoUJeJXvp_OZD&cuTy~ zP3#*-XYn3#8(GY_5Bi-F7PtkkdiSDsIjxl0Y+tJlW?Hiyl6zzNdSGkyPS9?6YQO+j zs3BO&?3CtZO9Sc=F+@oG03Ft2GG0>mWR>743 z9ScxA+`}z8;b@i5XtSsQ{hOvFdJgpZNAD9&c^^{FJawit@hHM+USMdysV#I`XxC>h zjtM`Gth8WSI%(g%hcQh!FXbEByeXLettp9~W4c(nVVsxJh;1OC+-0;@F6-5haS0ui z>eZ&lwnOY2N;vCenKma1Hj7P3#IZ4m>10^Q^RWgbBp1J9I$ua!VA_5)&1zr0Y5QF~ zlquwJR*yeXaN&Bco&_J6ydPiJrx>q~Y0H-uuQiz_^Cy~IEsHHm;ydomPn!Mz zh&D$GXdee>^9Cq($dOv7Rni$0Lwu=`_-;&-(LObg!H%s6vs`-KJrQwnhZ zYD%K#zzrQLIAgS@d*MmZ`mBaSXXXOCAd=yJgQ`BOBTZT#1E+){bw9kMC5j@vj72un zN}0{$*5%VPSW+U>_Ayji2YL|Rm-PS(@%3P{9&j{_&3a%b?dt(g26~8CRKnuSTeRg+ zEb1mx5^;+%7$?c07WWzkBqSF-ipN%R`ir&zC0B&b2EMu+^+sKuVOx7hTfu2v(W(sR z!@!%}rH@aj+Bv1ok76?qnv&=_S_kiQt0)GpV?GW;Djfb%cll%?F^t0g*XO-?6Lc}H zl2f-Hc1kUm_Qjw^*Fe`3pU~+Aw5fg|aD0~Plx{boMy4zEX*r&ARON-bVlw4=e zQ|}J`!Y4+DK}%TS_DOAy6wp2)NLql@B8z&r$3W1t)%!v6;W3SAnr#TTI-j z&?FQT&DCZ_fo7H|iJn8#$47Ihu!L_gBwMwGNZVZIdxvkRa3l;hY;86aI5wM-h{Itp zPLM+lc9I4pBo{pzYAoTM0h?|%UnxA%imw?~Z?l0o+G(=D(DV?}87={*F$`rGyf7&*{YTntDG)wyN}}fwu07>u zTbR2<)xxAraFXX3yqPPfCp1g=)9oRK?1Z*-X(3ykDboq0f;&6RT?ny+%;%6cLkeQ|3ldi` z_}IXuBlZP1+r)x3Y~#h%Ln6uPVBOjU@prTjOZyVzRMS>VTAVguaXXcmc-&)uIp&^M zBuVDOuqDMNWo-@>;EJXsWK$bs?58_6S+PG*gw>@cEcp>e?`_(GrA2RLM%q_WP1i!K zCQ8WnyhWQK1*|ujl8A$4Fz}OOM{er|BqSG8gtNxpnWir-=>x5hi?;fYA3GT>1Y3n_$E#1UNQYLwAyIiV;1KWgokl)beOEIbcAxLy}++D}vrVGCA65C{<41y*& z%CtF_=&c&OS7fV#HOln{hUwzi^NR)eNeoSrtDUZl6eIhBwg%H8dsk)@8-n3zZ4^FL zQ4&#^z!}?!8pPqSb|5I9@9qn#)<`WJO58{EueAAAkpHSF3E7PQ)RcsDCTxG-lg{MO zA-7(*;8!fuq!;ZtS;NMl!X~LCN}OEagguUox^Vby&Mid)km(`Grn`1kuf}VKGdS8_ zNG_)M#B^Usa#0K>&OLDWtoV4mX|v>^=p|t~aFsUuiUlthB)a;p>CbrGBrF2(U%-fs zX47eg7P}Fl)T`bq#Y*_5dYDnXQ(Fyb9nj5;B6BMuOEF(d+}eWMFg{7q&{d&MIL0#p)O~*mLV!tkFUpi;b1G?qbUbwRFai1_S>C+Nwzl z{I1N1C!1YpqVr+dup0(M!>VG;-G>`y665`i$+6*h^@Jdq>JvWD&j}%ba83P_w zx`B4W#|F2je3~KtQEhS4LTqJ5iQgESI6)}jH-cuubmtFg^QNHrYEu$DM{`r?NGNjA z2jYEqP@5j@o;BWMg#WX)3eqCHITJb*iX6AnaHR|ptP?6Ce@>fA1?%^jl89q%5b4Qa zkvn_?5|RrZc^Z(AT<}Dj0SU>)TTGME#08d3uBDku?PZguW46_pC2Gv{;ogYVEJr>F7oZZ_BjO=;Q?U9raqqn$^*{3aHa%)l)+g=zf zUKN}K-N>~`qk%ozY$%%EX-Yyiv~3L5bdLt?qo|IrH*u5!Hf*QNyfA-nZUMW^a^t8W zj8Km{(0rFc9oAMwT2Qg?nJaQ>*(R0*S@@@bg z;zwMki6g~hQ+ZvUVHAHvTeP$&u0oMDZC2*Z6OH=3h0sa}>R+qPkAl_@nv&=_T1!r} z%HGjnj_9Hy;YVA&%^3YBZGqBav@}y8j(F0JISRp(5QqP)HY*A|?=>Zn8Xn`IV#R$< ztI@!o4%XpPp^V|F+Px(|!Z`h&wq$8>TA3O1IJ4alXCbT-=EOgz&5nZAX9S6^fyJ~> zt!z5>P;{XeqDG^OHFXopO7!iEbP?=e*0)YeT}s5WIvt>~gHk%9I^pdu8coMXE) zT#M<}8Lp@O(7-^ONd>^aH6owDwT7jHwD9h$3O_slN~p&?b3~z12h7 z!Y6wxMdhe##K{K4qX+?_JO;hXj3noDN}DGIkOxgk$Od_gF`e$g)Y3Cm!~sYqi0QFh zAsd?*OSsQSJ*h2HTBMd@zZk)j=uQMnA%GIbJ>%M}C;&B0N%S0`6{nk3%vzG)vc#qh zIL9nD>`8uvVR}wmu(U9(%rpYdu!0*KgbB_pD_$Wj2LDsqs!9v~-HG4_6W1gwDi2szuNkwbu{|4S zBo!rpQk!kXNIqdoqUT0(kFJqGjo5>zRc$pA%;buxv7vlTTU}`lV<*k}&f7 zYi-6AQ~3*15k+(K*%nG9MO_FLH2HCDBxG$*_8_PC+} zdM!5^TGcZnX=n1S+RP{**`_3V4$?L`m4Ln&a|t72b)775#e&JQ6}}a1cn0q?#E)vL zBrU|-LQ@K1#)DE;63GtVk#);6h7y)hKcvm7VgRR1N%Y(RRt9;{h(;m>L|vX?ATMc) zmKMlWG7}o%E#y-Z_9A~$n;!+OaZ?gKM{CXDi@Ygc0V$k_QX+tLe~dAEkG6nmF64};dJfVaopDLo#mrF>lEzdR?yqaBCoSB2bjBehUV=$1P)*`% z+6*fu@zzIwF0<5SI zDiC>(Km(y}d!cGai?k(B>}b9ziJsfhdJKj9A)$3B6lVvgR>t~+G%qmnyS0T*>o77j zRPwowbmd9QNM{T!QbFCJ&71=2R#OuHkwJY-Tj;c)&dd~Y+rs0W#VTr#YJXip?IBYV zJx6T^rIecax{K9tPMLCwx^2^l0yoyzXsabHt~*5%O2}oiT;ViSiq^YCwS!CA+$whP zq$!D>+rgbv!_EaM6=Vx09c*0@CAN$AYpW@(UEG<%iHmNU#f%tA*i9@|&Eq}VOe^N` zoGFQymU(k7`FG9}S-obO5N24sGJlDx|mQ)74VqPDuy z;(bqAcOb>>>JpZ#rt)=d#uZcfnkk8%o65auOr?s&Z*?oEX`jSauACej%Zhcq8v5Ov z##n^Fb|7$9YgwUM%TjI56>C{!N}}i1a(5bQfw5R4g-W$Nc{=wBX|bK`)mBwnr*d~1 zJAtUSFKSmKS*aSyZf&*|BiUg};(NnLPF4$zMz!+Q*F4*>Ch;e!!cdRa#yBN5k;kE6_wULC=T5bjzd?gNWVt=>k87B zOiA<{>6OP_7dv~PKL{PsbxSmB+~pZ=yFafjT3T#YWXj-83=-w3Sz)Z!s93#Un;QkI z_n4CCIaV8!u%gxGyw-z!^jNFVh}99Nev9$^U2XBx;<+&iPn=WauigvT4<+o^st|ux zn?VKQPn(kHImCSjgY)5{Z7_U;f%->nA<_ahAIH2V&7NGZg7Km@6ABn#Hzma%**vXAnCsAcWy&xtLgYxlEV~7;Hq<@W3zDrvHX&dY&T4Ku**dYmmqVSLeA((Ga zVcx6Fq5|`7Qxe}VFgw}`NDDIst2@I1(2XjBk86KjLGUqC5oit#3d)b0l6Wbhd|6vbIwk!n9K64*vt%YD{YfLs!t@Pd1R)pqkS!XbYj3 z)6bid=(#yvNl+IVYF-H;HkL1HD=Dq9Pyld8*lBE3QU1L4*Aau)wMZB>I0S5Sh zwo=lz(QPq+Z5GNVp=_4P?rs8`RTH>Jn^naG?lL9Oa}!wSnE=CUjky)K?$EKQr%v1# zZK#tz$)JvDi+CE=a`b{IeuFw!B5QA)7*U(+ZI~Y zRug@4%=_xU&Pcbl6_OU|So4h{&AVlK64|~)ArHPqh5xcPs|x(DGbPb;_%}}lf1%l+ zlT2X((blZlfgMIrXU~jQ_ zwTpYvDc6)eIknzoxWBBehUtNu*RTX)gy0@f;r^mFlM39QHzo1?1^2&ct067iG%DU3 zZnlFej{l9B-Ml*`C^eVr$ejr+A*5sC9F%21&O}>XGYCWosDFtty~5 zYO|&Qdc7%$|G0o2))qN!BbdqR3j;-728}ru}&Z(0?%{@%;&C#_H9;MF1LE53)xE)YAUE0_csVBzg|$rqkH} zqvTpSw~UHQY=TLZmsF97gnq+niPLp(4l~Z>jgC4s-eZq^zqSg}wn`jeE@VLMWJm_` z%}Dk)Y$1c~$q>p9-Jv3VSer)$=>w)DdXBVqPa2uJ(|(&#FKeqKE$X7_M(QW`s(==? zKd%5fW=f*xfUeo!!Wl-P!s$`3a5~yjyFbPdy+vEVv=FV$I8hFRqUUftyibMgP1-Ce zu(eG|^c=QB;aYbeGBNiyo-btc(Ft@p!`iSK`D&|_vyQ?m$3{cbLz2zmquPo~YYvA| z4O6eXbRJBo{#{Ji2+6xf&^AkM7vRg?u<6{Xn$Cx{*;h>GgQg^UZaS+U5f*~3Ibsa= zL>qk9rx@Tr(iSf*z^gMJj+L>lklm$1_PjPj3S?h4CDC)pZn?iYP9<)zTv5b!oKDEC zR9xAxqu`}@o?)DEORs|B^_hHi+-_E>wTZGctcw>s%Rz0p5#FsL`W;g^z7-r_`fsKr zdXDJANAeTaNU54VkCP{3O)qwjk=oERq!yyVP1rs!VNhPCf|Ai@LuqD~DT(hrP=>Tc zN$UkgU>aHSagPed{o0>bz&LD5qUT^7^y_-%fQ+3Vwg<_I^Wb=hNkzS}2+{HbqNrD# z7K+>&Yuai{3;dy=+BYOO*Y!%dX;@07zA?EIBjbBjyD4jPuh>n|ltj<%X6Yk&r)d=$ z-MnkUea7@{+9IXJbSXTn)3ghXL@&Ev1?Vl>tSA7z$&|$REy*i+R z@=@*2E1-PXl*IQgD1WLgk`^eDr7Z_lQ2t2!^9m@>o08}`D2t9#R+TovN?5WUzsXK) z=K5X*^o!|K#V|LaEa)K>m>JrPD8PK@dls01{k*GDR3p}Sp_v!c%v-SP2-`s>hatKz zGq9Vq^_jMv4P?B{i=xulB#oGN#sVX34jBj&!u_y{`vz@372GqXBzoQ;SDZnxd7xTt z(i}(4D!Z7{h}AeJKf)NE&=xE$hAYMCFC#u@w#Qirsv{~?L)z>pP~C4zqUTU83}C8Z zgdH6S#O^UT4Q)}m&!N==&&1(mWXiJqgfGJ?t$tL|nCwOAgy%QKA9 zPil*n7NwO@lx&Z+5LoxCV7*P79R;knn3CurSpCH}&b;QD_Tm^?(N?6~WrTiB$ioC? zsx?=9Dg3Bgd>cM?sncJ4JAR()6rbfE@8BQr;vdh6A8El{9s^VG5rXol3gxew;vmzF zA2lV>dno5W;AGFAuM|ezEmjo9$Q{PzZ_-1^kM;t>#hIedvQqu_fC}GVn(AJ{_vfZ0 z;_&IH!}AAknSISQto*HOD1tX2A-S*x2}h${g}7*q6mLLVEB+p`=$l^Kp?3Lt{GDH4 z{4s8cU+i+DzxaHYJH8LhO3Z_|85)DI<23^!|X$zEWQ6$(@-QjO&e@ii> z|6xi(LilTf#I*ODJB}49=NnXHf#M?f0$egOc`cMIAS&T=c^;}1E+9xLG$*LC^}$A| z8gh7ppcPm*G!F5O>%d|i4QCdp-Q6YCcTyyFU zx}RF!qqta5yoy2Zf}@pYy_!SR8&`5WdW$9Atu1j%b+;EHzzuOClz*<%KXl#D41dUa z8$Ql#?9gVzYgAhT5?c*PwC9x&cMcbtZrQ`k7L=yH5v=v66(&kYC@1iM*hwvh6swGHtZFZ(vfR%o$bF8syHD{Hv_O%piab2EazTT@XT3Q5G z2CdDpi8ovD7HMfi32p7&+6*ahy~~tD94;AwOx;m47w!2Yty0Nt4wKvUJT5nVeOg7y z&h$HNFY|w!x1bBbBSkRvAcA2_@|JW(eMHK4*uMTJ+x?HuM8Gl|39BmR=-%21}(q-)Fvt;o%T%9ZRhy^-WX8`$(LUr z772;h4lWj1V>;%Nwnc9Dm%cID7%2GhDz{B<@mmxR3M)CXxlZjE|G-e=MH$)rz97*x zhMabfx%|QUm{Tb{Nm)67Ejq)feJ4J_*et%SNAY`mMW!0?g}vwMqLT|d%f!fXfi^#i zvz%v2LVBm!rX)TC>{+pF1v*CW2_m_eejmwmo3|*VJ8Wg@G_dI*@(1GJ!l?PAc%Egx zS6gjq8~QDj41hlmw{XF-9k3jVnr5o)`fhF36ua6dNOW!2(;4u3ec4PZ+KFPpmss5+ z%#i4bW@54=AM1x^pGC6!acr*QO@E0V$iJB6s7r=QYV+5NFOv0tlm7V!{PV#2`&N04 z!Q)ggFt1B-S?GFLJe?Ml)|!@!nj;$YPuF?yKwvvq6X|qouv_`b=;wykE5n(NQ1$Cm$qus zg1tL4%CcdAWn=ir%P)~H#OzhmwILf8&Owij{W5uJq-IPS! z9&{Rs$A#>v*smFokX%gBQ<;thx16q(JiDa8<`9kYQJi|Fj;c;J)|_<)vyKTNkKU_n zgTJQ@M_L=SGYwyoAQYlw%TbFdBoT{%5o$M;AZeD`m3>Z|O~vp&V@jgukl)O8s*NU= zNMXIV*ndN0cf2i5qb_I4ry1CP(iS%@u$EW7O8nX$znsnS`3<>|*(#Rb)aFdV@*Ack zdXD9)`$GV35zBwos=96uF>-4*^lEsr3afm1YZQ@uqv<3rwUc4M92KvX+WaVZEi)z2 zbG+_6V?xoXi((4vLctx6w#zG`#K_;R zt){eX_RdV*lT%D0@>c#df#}Iezj|`oAu(+sW~e#ORn23cHq(lE>@g+LbMx3sU9E2& z$6W^pRGvmS1!Y=?>ve>PP9q5I$yN?xj;-Wg#H@4FIIe&Wo5qN?iqe|KK2!(^8HHt( zNk+TDGTJW5h{B;@#6WgJ^N5~|Ap9;l~X!D>z@mfLRs-yxqWwX^+@ILD_4xOP^*s57{<}x}l z>!jGA%yKIi3P?vMWN`FfXSn{8wyM&?wKaeXwRb`wyH&G2fxO+y?1(^NP?N^zKda5F z0_%HCNyrxVZnli+9-r@(_?I2pc*B~Y5m9x#;?I5NEcarqRISs!NWMFq=xJX89kz(y z(^gShi`XkIfnUd)1x^%5Ydi^7%`268Mx1BGp(4$XG}@-+%#^Irg4I5rc0B} z1WffXgZxk0!lniJCJAyyG8>GE!%3IEp@iv~Z)$UUkSjJ)lOQfomwNL|q>H;1k#wCaGmcc2AFGaGA{%oZ z-D=x%v-~NXy&I#0&r#e#ZCjpy6!}Mqe^kVe;p9U7Yp6}i>!v%Xv>fmggF^8kB4o- zB@RIsE^)Y|&47Z#lcppl@FJ_BM*ys(q-V)@Ou=>qk;tvfGtAffwM9z{&nl7N^mz-$ zzG1Y2Zd#)C9&LUUw4O61(Q~v;9`+6mqa;VEaNaEy@>Hqj<3`&?BPW813SVvEDkM71 zx6(rLtYlT(=6JOpTOrY&e)4Q1pVd}qS{r#ef;v7%jZz{~BZ0NhCe&_@COmwNgy-?; z^k3G99cU!v41&pgXFLKz=K`ipbiaMJ2isn_iJi|c0 zs4ZGrpjTzaectS>;LV$_lCC?LuaaneU7H^Tt*@Dqh@&N=<*9=?<|3*7kpn1wT1Cmu zR#S;q^oy|By1HTW{s(K#Lb>pym^}BUa!`j&UJOepn&b(c$^^;+XhuL*%3Drptcs&g zn)!0XfQwI3)Y~B$HVb*=_+e^XlC6~#5(%>X*!s0WY+aN#xl#M8icQ|iKy(|rOn(%; zD|k~bxYA14=tA*tX3|#7iAm}!$-Nz_*AqdN{2yIxgMUCc|?_3cNd#5^7@1}Pm29~+?0g0pI#vc7g}tMQAwiMGXQ;H;!bvJyFbUs z{k67;>5+raWgcyx$6!x8KTMu8lrX6I3vHeh{~F^uf7A42Y?WZLy$MAlz64^rLaj${coKwMe8OmGt~QGb%(F~M^c?2f z9})$7zTx|R)oY}UEl8J?3%n(43~8-58SJgvYDn9NZ_jXLm@kJP-g*tWfgFbvBLsI) z;3q>WTboG*?#-qoQp0T=@~%6L6PWUjm`}Nnc5xw(d?=|io%Bh@^C4|H)8cspx>KJ| z>6QIXKLlV<@h1U1rOlNB;Ddrh*ZG!dkBM(SS+Bx$%c5>yN*?r?Q6D?y(~QozwjR== zW6_DC#ILBum;44ug-0!ker;Y9LwS!N(X}y8f7)m6 zspF?Q%kg&PvB+oHihqXma+n%o%XN3wL?KqDi-Ewtj)gIqp!?HjGQ(|S~esBLD zaTaQPCT)v#VKa3}uhzPaBP3x%NLPITEt@p3Tb_G)doldYJv6`OMN zOiNnltF*tRSm%TwaTO!3=*DZ2DxByob_zeOEn-S_#`k1Xl=}|tFDuIZNmCNC(Y=lF zneK3FslOo&5{6Bzvx%=QNx08={JOSCY4KQ=@wZn)3ee+80p-7Ie_jFQznPNgIVd-r ztYZhpCt8%trTs-w%rt_%?#JrYRwZ_v%;b+URDZ24Xj-UlMEDcpR4lL#ajKy97uuXC zsQsBKiPWeW58f>*FyzfsEu`x#)SX#WLEzVK#A4N{A7}XbZl9j$Rq06Dx9|=fm@2@= z4B*%X$F|3@O%*2%f2UX3)y&c6MuBjqAaNDD8k;uQ5cTL7H250;ie}}F>_n7GofdT756e)Wkww6iNp?DY|}__U9E{|CA{S*&5!?a80+D zT#Y>{M_VO-L361vf=wor=Fs&i2Iy1T;-v*>4d#W3KYx9)wjq zzb9QMH%tQ(k_*puegz4L_8d&aHnE9FbgMdfM3aA@T8c8@*@y!X!*)d0ragzkSuzzY z_WkZKcq?41z% z>z!b8_q6*W_zi7BJM9|n3!*#L;%pSapt>6xO;X|Y5WIN96xusLMM3U3MYpH@(6PZs z(VlV}w4#K{g+#Ylz_#B!+&sqn`tC1{xo{3KeXrNn_wm2EE=l3Vg(Lv&XZZg@*K_?H zciDQqzqUvI+7bC{r}%5R_hdNUjy$#te=ToP{H{yJANk@!C&)f9Y_q(BVAar)=$_!Z(r%-#mp1R~|w& za&QoaZ;&w?{E4fgKZB4Y6xE1aodF3M)m$)5_jz+o>#y!y)AgqcxiMFymX6`{yK2a3 zM^X{Rw+Hh?9|Ml95xF$$S=_o_jdsZUUQ!X~D? znOZCrYe<7b!{@bim=eJDZe)+7Y#6YHWup{d)su}5LBO`AyonkX`4jH6*+OWG<CaFS3Gq1m{YzcZNl+ zftobhgmwDiSZQRJXPB>B?H)PV_A1_4gZ8t|Q=*|E>OxRE2cbSVNmL~7~;2T zi=P(a{!rl42zgZoJIsFw<6vEo#Q4qH94Z*U!IVVLG2V5gRR^whQMT@4{|EToet?Ut z5S>m-?w1w;@_aY$l^leRn>RcYQGoUa+J@g7=5oOex@f#gs(P!CQfByVz}Z99y^~hfK+jFksgX^eVPp zDGrCmD9R?zk^-lo#$7`7T~j^F;pMkYN%S15wE3O(WDhcI8+!(ux8tH5fCTmI5~W+U zzpgZ>TTDsx9Hsq!gQBoUo>u5}g#~Z+%fZeRK`9kBk_#tSqE2%f=rQKUv{jbYw;l+Z zDrAoC`^M+pauasMc}!j@Tr8m!cER)g4c(>19M$Gsv6v&KBzkT!TMl8~;{r{DK6vaj z&fmavn(?Tu;QW!Qg0 zTN&wLA0cU|izZRTIH^uk5#qNJO+|#9Lb#w_(h+Bl5PMmtCjJZhK zT#~1$^l23(JHKR_F8?#3isB2`A#1L^g`05+?6Od`k5}RliE@hng(eHdZjs-LVf9O5 zI;r?U{_!jP<0JgzqvA)hd6IOX0J)g$r00utY3&304j z^luxm0P~IYD$es#3&pw1rD)|LxT%_Ga#E9Ay}cKQLu00ShMg zBw%~A8Bze-X-XnBVAJB6%3OREMJw#O{0A7RVQs0>BIOODB`m=#o`mJB_SY3yULi>6 zcLS!|Ys^DMTN48SC$`Z^=sIimwc4_!)ofp8B;X-r_MwC7rG|e{n+rw5PnnXChJVqN z#P0^qj&YXp#?+qQ6GU>+BY$~4hCkLw0jvLl#4*ex=T=8YqpfhV2iaymq^+m4HnWaT zfDLm=$NDmtAtMSVa-|9Vk~UL{3H_oeiJpVEJcoZB`U`zF)HiCp$FSbAwO1p7O$=*D1{~-o4h|6$IH-BYd=85cYMH@=sRa5aZ59=v*O`(? z4YYC4xynD#j|=@z)~iLVq=*$nbbE*~JfbaK`ljjn$E=D39`d)$T?nyYmQ*5kP@5qI zv3muHuJP#fkD%}JaoCq!scZEkBfp7!C~}+Dk-AekkIJQ1C1J#UWuzF>ytWF{V!BTr z%9vQTEAsVl#t;)}dlEA^Q6M}z4DARgfp@jJR)8NdB_W&YFx$>_FIT-&TF8NL0BDH- z5Y<6+DoPIXe8FNiv5s0SW{Z01E26~q@dj-*rL~VcrF}%AagK9IOwQ^DV)Alv7BlP@ zLFx0Hmd;<0b;?B8X^{zko)*0Z7CFs`bAR`J-4U>(xP}m zNFHO_r6;m@MXgkE)bmUSLAIW+Xe%wP_3W3{!xKfaa)Jg43H=h+6oh1s7)`=h{7c%* zD@OALQxaFxXyR+XuGnad39`|ATU%)cMiZZ9HZq!o48gx@Gp`uUw@gX&+-Po=o+j9t z5*7G$7i-znRKb)_Gu*dq>($`$X6YmReYB`No7h!y2XluKvIjS5v!;N#&XhzPOoME! zOz84J$$*69f)lz1BqSF+;b}lZa`6q*X;-)6HU+*e?7>=k7=7vvM(gLW0TvSsmicBr~NI(+8sfn>wvuL^r>-TWbq@e zd%iSbo%Z*3i3G&TUG_My(-t(PQrk;194Jcv8B-F{ zdHpowHr*+Q8yTHlJ~}(L+NZHK5%vc`S;3AdOjA6|czsS=)U)LNIOLYH!~eZA%_Z>QfBU9&Pc`HYOjYJ3=rqe+o=HwV6<0+Ga|k=P=#Ot!Zx< zraiXxAa(_#&T3l}t|^~p*dEgsH!W;8d#!747`8n&wksrd?QLp*^{6&43VIKjlIS^l z%LRHnw+49awC{)_miPpt^lELf(xSA2QQEmR0EYNd8rG|{8Bm~^FeTA*XjU>b+X85| zZL_!Sih|SS8HVS*+M=a}XO#!fwg4XHO#$fL+AJsly~~uu)dFa{1n3TX`}RbD;?FQZ zpVk&l7ohDDAiV%`*h zUeIPi0qCzxN%R~b&M@rUiIa>j@Yr^n9rJL>k1#xocl0U-_mU7hciI(?Gn+V5&{?3( zfr8FFQxZK#$Lm~nNp$Y8wp4sFqNo6jzZkKj!KXsb303P83giJk+*d4!$2 zB|zJD+1p|cuG>Ql(IeWzrG>~#HtgIjA!6b9qxf&8R)6 zEpA%Wydmt)J3^@KrM(&jyY_aqn|h}9ynA2W+L(vNG4H_?yf#hdBJ?4m_K7K^hOK$^Dv z#b30{7NjYaIkfcu_IBR%}g;)KsHHQ#Bg38ckCX-+vgj@zL-1_d9p* z4AuINO2VAa@60*B`}>`HUURee{Bm9sO>^z2Mmul|u*@rtD*!n*v#0Eaf-^7~HOhL* zb`+c&70ZG96f1x)DOLjiqgVx;ew0)T0aqwi1LKM{z+WiV0{@^`2Yf}b9{81F190Zi zqO1|PQn3j*q}U9+NwEd^uwpClHN`gIxGAEc9eAALc;NYp6M!kjiNJ#5B;bC<$-p-h zj{;Uq6=g>QI~At@S1V2hW)!CZZ&y49_!q_Lz_%1<07KJ6*|ESb#hJjhinD+@#o53+ z6^{e{Rj~v3FU2{)+G9jnC$L*_E^wXVJm9cm7w}h#^MOw&9uIs+u^ZShU6h4^Cn}x* zyjbx>;5CX1fO{2B0zRp@5O`Q|5wLlNC|e9%sJH}pnc`C57R8f+_b8qMd`j_D;0KDQ z0o#rhWv2s|DErJt$}xa?CP9C>44||k2hgpG96*mMasa)l$N^Nwu~g1? zvv)#m5Qjn)S3vQ~*(iZGB2hS@NX5GhvYzvhFO)<0S_NKm#&J>=m63me3cUWPLCOEU zFR=2PD$ugZ4ynwcJy(%KyH}Az+g0Sy{-q*^_M-+x_nW>z-Ia4hVO>u}v8xL>DPa<- zgsX>fi~$+{9Ox_(bA=gwDbx^ zPD0lyauT{>8XOSz!yTr&A!n15rQ8Z zd1FH2$4!d#<6%Ym@tPt{ABVWjC=1hb-nT|S(Ysjh@R~MPq zsDatr>QN7`R-owJ21VcBeS!KuSAh;qYmoBv;Y>yPFsMi$JVpBOpdx$-uD#e?yB623 zYlN;^xpr8QSGZ7-SJ-4wEZXA>wCGtCcDy z{puxOV804Ai!OT7X;7-K_61hoq5|*JUV|(YIK0F-TnC4%TA;B`9G<60hu0|5;j0YF zb?#PyKK{+1NFSb7qz~^I6kA)`rF4bdk43&fn+8;%cQ-21p?!+9^d&`F`k6sd zId#0KtQM8aeSs=7D!`$fR~*wt2WbP0Zw;YtgBZU=k;ZROr14t}%9Zx10271Td9rDW zMreD6*J~7QA1hMZgb9*MZKo*GM@x}DZZ{~`xX%}O(_U7A-hW|G3eB4+D%ljP3`+i0 zzQD@2`2w5b&%S_;ob!r;vuIm1!TQ>2C~Xq!y9|obwZ1^5+f|@n_ZXByPx%51ec%hc za$Ak4E$`tFTH*_wnm70Yrefx4r zjv}_?IrAfAAU+uU2=Q7>P&&)RW#cas`6Y7&ema##gLB3rn>qhCXqI#7e4HM{P*2WS zY$7KJvEzCz5^v7RrmT$Jmx~Yev){_ab|Ga%IbFfs9Xj#IDK z;Kuv-t~tibme^n&U2_ zM-`PB^=hqX47U*>2@!(OYqTQCRPwAKC)ejyr~33=S@f>=_>*{?j{M}H?b=y!r5aJ1 zC_)%3QWK49%ovt1xtK9bCX0HFzJ$&+z?_^{5lyG1!mLH;gCFB^&TLR=gE*bY>UHMw z)2kKd*JReD(Ev^Olfv{6{$P16S|Q=Gt^AzjnL)@-msFiEpPyip-|HL?9(B6$i6}uQ zNP@q@-h-Ae@}`O>APpD0G8Va!?(sndYV$z_5kP=SOG zDvJqX zt#kyFEV(U}2^?f!T&NLo$}I%UHRsp+-sHuZy!etASMuUXUL47bA9-scW_pcoIu=h3cMqj-qy%DNwpthBbzv9X z2x{;i`|t?Des($|DD5>{Ly@aTEW9Zz1sD+23u%3{H&ojQPG9h<&XewvEo?71*P@=Y zg&$k_u?-(P5zMS_X8|EPQ+Q>P9SfF^@DKr&5C-!a6ze>quGg?yZYY8>vCg+?&lhPA zxppKIjp6YTGQUe@{W>W$V{K&6{#K28Z*#3s$z>?dAT6fZ9jy$~k51WsY{JMboii!XdW{Poy~$t~_J^9sGAEhF&P1Kno&V zWWDK4IN25*q2(OJXXPAxQ8Iqjig+}u5oC82Ft7FxY4BF(AvowYu1IZ84y7Xftl?@g zuPv2{4>Dq@CF-qQCQe@w3pSCq%!1<8WA?P7DV(=F%+cZ1Cq~>XGq7EN1tKBntZQew zxegV)rq%tJA0eNmW&GLItHCmWgWl{+AvWG?#>=aTR5B6CY_ue*>!{b(&)LI5;OW$6 z3oiG}9V zIE!u}c7fM~bA4$JR_J6FraA@Oaj!m?8M651L<09Hc8S*=mO`jrEJ$)) z9IF;V&^gv=AHYJNOu=oLHZ)uo!s)uXKE%Sz$`Qyoux>BQHX+l(X(;hT9BENPwbA}UOS4ggW&GF)@B}K zi@Pz3T?>`kQL(`9PP&-M*h*v(d9tu_`77t{oBZ|D8@%dFE~#0|>TWoF+mvSycp*JL zuHaQha@iDmrkjgKZR|1n83dT?A;;st(ZNN{toN5raNeP`?Chy~uKeiTRn8$u&b$0L zj1O!`>`W$=u@F$c;9VZR2))z|Ct?onjGYYo?<$2&cvgg<%V0Ji3}f(zSK+)7^qO9@ zv>Uc$cN*rs2xn}@@NmOpu_Q6o4`K{+Vkj}M8<}! z>{?{Z;zU(q)|}t9y>85^S@!sqcO6*!Q<}Bdn8k^+#H`NE3x00Q8n^hdgAawq{gh@c zF=lZhFEMNG_HS1Ct#x|-m6?wmc@xnwIqjEJnm6m>9a`y(PY*w`=#7iE9pMWqagivk zl$?FPsr1no2VZ@@>^mCZ(jT_F;HLmWSR41bWR)1zwf{Fujr;9y&%b5e+UJk(WK{d` zh9B0b;OI?b7#C3(=2eZ&B5R(zz5R>b#k0ut2OgYuus8HQvk2GWBQ(9(w&vuHVofvO zuoho;{i)xhiAy;ft8B5%M{8beZ@aeLDW|lodi^JNEd1yxrvj2w$&V_0l+H)?58GyD zKH`2g5x-ito2K!&*(i1Sg4#pnd!H+IxoY^H_RAi7{(D^Jex+2?x{gD+&(AH^w5%n4 z`O7Cv8q*Z(E1t(oo8ZTp`c6{6bKX(^vn1j7DSumHJ@MM`rS4FybS93iQFa6!tTU1x zi@z1#lc`d%Uy96MpV-fuu|RR@#qLQ~ z@2u=}_~bz1WaysJ8r#fHD9&Xtwj^Sb^Oun~rT80eEc@~Jr|A2(bR>zNI#$%hf75cK r-c+0ry3xXk6A2qF=pxn=qR|z7-^#sDhWkuJ^W^p{U5NcQ*Vp}DU(Ck@ diff --git a/doc/LectureNotes/_build/.doctrees/schedule.doctree b/doc/LectureNotes/_build/.doctrees/schedule.doctree index 0d58348e48c1193e4b34b25efd4c9baf9d724128..4ba59f04a0f6343f1e13c4fd0a8e3490413dd27c 100644 GIT binary patch delta 3859 zcmY*cYfx3!6=rWD>~nZJw6=sazL5GzK!ibQVxnWmrZdfrj3{ZX^^pOu*9R(K6rV&! z5)l;_YA_bXtL9N3FgHVNV%5lynkp}CbPP2@9b;;Jpd`_j#CEN<_r6Z}vCmoi`}SJj z`tCma9Gbri?JRvPY;B)ykA;Z(u;P`F|7>KSeC3Y?{O5EWly@gU^ouXR$n<294()>n z!GD)!%AMhm^;JAvnKMg{N{9O8Qw-jfo(MO*JlQ@tAvD3~2eEV*)V(x1nBZ}!OH$5c z?{M!3Z-Q?ph}V<0_Uq%?i5=lEE`E40tfFuT^e=q0OqvrW1) z;c)l#WbmvBgX^nne|o~tkxw?;;rG_D!(J%XFR$>$$Fh<`lCFx2iA+TEOUmL{8X{QEt|q% z&ZZjKrP$yb$QcG?@Jz!)fDFb98Qiu-$uD$vOXy&g0d^t^Qr}E{X zJ6?z(Oqy*-gP7#n5Q$k+pN6_^N}|H7sY7UgxK=cFi>PZ2Li7559S_fKzbJDY=*&ri zu{)H^b|CiUG$`KDAm(GKOgUGV$TJo59JaNpdKM&BpGWIS^Be<~XwB1iDrtBdcAh}% ziQ_e#YRx(F7IVnj_ZgpS@OlTW&4$)pe)*}xww^;=+v+nM1jtsrkga2PEBT35X$g(2 zGQf^~!|CUlrT29CpVcbS2$i+Tj$KlZ5kF6kRg#A@86q3UIOwQtmOppdrMA6FCc5m> zxWmQrSr@t{j&v59{FyND;0Ujr4b;W|s{sQX4dgOp4;h9PIU zVN!;8JiHf*$&|qD{Mr}7I7)adc&|TFv~{7(uUm) zGB+6JZ8YtH42$ANGA1hcNR}HM5!z~ap{-_TL!;;+aBLU?S?A&*_K67i(b*g)J&JuC zMaf3G8%?4VUJ?vLup*xRG0jTc4%%o%`PpV`OeIEfu)VoezJg-#=&xu|a%L1;x#yq7 zav2wLHk(34u%!A1*SK48K zUq9x($cnez7xId2-KhUs@-+A$o)cI1jzIa9U43pL$_L@yJY znX=PRHb%2`LofT~zG!}G43HPr|Q0KIBZCqlP zS>CKw*suobIx{5Jwa!^7<7w(?*V=&okaJQ04u=I@EmFj=do?EM!=QVzUkq(@_{~)% z<6_vlwRjsF!*A3>S9@hL6Wl#!=?G1Vz7`}sbM2;_s7bYkG(nRpzGM=9dB{KLGA~_M za#{?UmVn>+W8mO*zbJr7U)`503Fj>bC;p{y^2)sdqF`%Js_Qp77wMdy8%i#qTmD85 zqL|b=vezuY9_S(M#s%1~cB5PVSv#@ckQ!p_K9Vh3V)QK~&u}gGfFYgMZsgxOCco6A z>9>`vXb8mMP)EZ&D(A(aXrr@m)`Hx^<%@C)s#aAE^{oiQS&y#( zZuBNh+xCJC;XjX$RC!pDht+skiHB8qSb>MDd$_WPt9rPihpTytyiZbo>ed^Ht>%1} zx`w-q3`Z^8<$P+IyUeDhxywXqmAmYrJMQunHO*aCQq$b!Olq3DOrch}%ZGGFUHTfZ c>7tEMdHMN;3-b$eXDrFh!*&DV-%k|(2gmnPMF0Q* delta 3628 zcmYM1c~I5Y700;;f&2ThrcBbsxEq^D^ht1|CUxtWHl4ia&}faOQ8QTjEJ9pkss*>i zj)=g)7)4Qhnuv9OiH?n^IG9u`iWGH>Eoy>hOj`Gd6I#=A&b^oZbAIpK^Sx*JaDVqb zE-&d&|DWjC!kASf9!BkneQQ3ZJRTn@n*XT6@!{@xa$$*Dk7`aj7BAAUHV*q8&BCu2 zZB~1+WO1wdm_kos<)$Ehw?xCi6p8%`|NYBXoUl41=nY90b>ia&s9rrJbXEr&I}^Q^9QyCbzfSe)otl}id9phF=PAqt^zeRX6zFCww zR{E?|?E4@Vf4=s->V;h^0;&g&uJ{Uuc>Jfp->=hZFpdtV;l_0u26%D;>euyGkR<}| zw>H&i7PWf=Fu(E(m}Vq7R+7UK-+7da0WKDe|2wNG^a$dw@WRG0yypqTDmn!O@n4&W zFl`}-^k9e~yJZ!n&44m5a%J_i3hGSFX*O6ZZ8@(D`)wHrRKqf9FH6lZm#KDF4^OyU z+j3IfCni7kb8X-*b#bbbq=HXrEsb&$%&WTh9|nR^(YlS5e?|)f!@a zIfF&>AHnq>b;9QAN3goOObuZ@=5Et4ShRk=-AZ~wrLrX78+LKDFQjV!9EKd9NvSs| zF0Zpc!)hqN!0181FtAfYw#n=SQ>2qf$$dxsXL;3)9P*-opY`3>WAMb+OaPk6ZUBphgS}#;jn!gD9q@(Qz#R<#0#=X`@=9O zUXTr=b%X2=Ha!KZ>blZjmx-M^pjCg)<+*S=)_&MC68OtBrL*IO*Xvx>n{T&I61DTv zG3DSuE^E)5_m-74wX>r8%yTmzrPYpDfABbz#|y4QH5y8(A$#PirBs2<@xGLDUYHw0 zeYjH9imK464v{KDnP}#bW9kA&v0trL=Vbpvt7F9vvElA?x=%>qFS6@5m{}{tCJ3)& z>{?f#VsRrOipAQxOo&d9gTL6yqpj>h(_$JkKQXJ>oC1@qm##Hwuq@G7zYS zdm&xfFfaA--E;)Oou&n!egdy2FdqMHn{-lwLj-S{a_`v4Y*Ws;GpM^ZC=m@FI-y~O zi7&Hqj`zeaf7=FIO`bp5z!uSA;G|ZpF`$m%k&~IK1_MW5#+T~DaMmztCPs6;<#y*; zVRe>RrDM%$4UMLv3!j#Xog2n^(TT!KCCa_Kvq8f{k@`h8(`j-EiQ8GjuDRJ?JfmTT ziMmM%2?MJ-b4opf`HcY;z>SSN;dzt2@b4OamdJlNf2GYnJW=kX8BN2ndlSNIBJ@gZ zbRynr$^ff5a5f$1ot+7DO|s7CG|V!|O8=jX@Aj1<@XPFKQKGzlm(IuF-1C*NIZ^KS z9f^Fu`)Eb9N>`TJjJqymLX}DDVwI-H;h&B48V#)m(?ZQ>8tO&smD@a(n0}GI&n~8@ zBKnk}hKtW{o0~X5E2+5aViTw&K2F}dcI!hy^;nV|+|_n5HA&97b5rolKMz1((cr;m z4QUd`Tg_T=tS5H5v=T;{c=IIzz!@I^rL{z6c|dh1V~Wg;&@L zXqCSQ>A^o7-0D!t?!0Gl@{NH&soY)dvR`Va;%2L-l~l~Ts#&S!(T~r-Ee%Vl z4v|@Jrg-00UrTi|)N1T@y(iAQeGon};SX$hue9MjBm3)}LZ~;gtyXq|Ww`UMmQ04j zRgqx+Jq@2b27|HwUKqYL9HLX?$J6EenpcI@O_1*(^#XQ^4jYTy7AV z*+t&;$+_9H=H+M4EMHLmWaxzgS`A7+!O)k$pL=v*J3fZ3NB^7zL)>Ce+6zi+L1`-} zEd`~WptKT{HiFVZP|63TbZ~Y~XD-I0=Ol!NayO4DGA$6bYL0rMK*mp?T4wwqOhd-+ z!3<>lyZlMUKgu*@{8FYN<4

Video of Lecture at https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h21/forelesningsvideoer/LectureSeptember23.mp4?vrtx=view-as-webpage

-

  • Lecture Friday: Logistic Regression and gradient optimization

    • +

  • Lecture Friday: Logistic Regression and gradient optimization

    + +

  • Reading recommendations:

    • See lecture notes for week 38 at https://compphysics.github.io/MachineLearning/doc/web/course.html.

      • diff --git a/doc/LectureNotes/_build/html/searchindex.js b/doc/LectureNotes/_build/html/searchindex.js index 3510073c9..e2a40e15a 100644 --- a/doc/LectureNotes/_build/html/searchindex.js +++ b/doc/LectureNotes/_build/html/searchindex.js @@ -1 +1 @@ -Search.setIndex({docnames:["Clustering","chapter1","chapter10","chapter2","chapter3","chapter4","chapter5","chapter6","chapter7","chapter8","chapter9","chapteroptimization","content","intro","linalg","schedule","statistics","teachers","textbooks"],envversion:{"sphinx.domains.c":2,"sphinx.domains.changeset":1,"sphinx.domains.citation":1,"sphinx.domains.cpp":3,"sphinx.domains.index":1,"sphinx.domains.javascript":2,"sphinx.domains.math":2,"sphinx.domains.python":2,"sphinx.domains.rst":2,"sphinx.domains.std":1,"sphinx.ext.intersphinx":1,sphinx:56},filenames:["Clustering.ipynb","chapter1.ipynb","chapter10.ipynb","chapter2.ipynb","chapter3.ipynb","chapter4.ipynb","chapter5.ipynb","chapter6.ipynb","chapter7.ipynb","chapter8.ipynb","chapter9.ipynb","chapteroptimization.ipynb","content.md","intro.md","linalg.ipynb","schedule.md","statistics.ipynb","teachers.md","textbooks.md"],objects:{},objnames:{},objtypes:{},terms:{"000":2,"000000":[1,3,9],"00000000e":3,"0001":2,"00015921913736794912":7,"00019998":3,"00024087":3,"00029012":3,"00031535148309579146":4,"00031535148309581185":4,"0003451":3,"00034944":3,"00042089":3,"00050694":3,"00058016":4,"00060728":4,"00061058":3,"00062588":4,"00066668":4,"00068734":4,"00068970":4,"00073541":3,"00076495":4,"00076916":4,"000769847326055633":4,"0007698473260556339":4,"00078806":4,"00079968":3,"00084589":4,"00085887":4,"00087697":4,"00088573":3,"00092354":4,"00096314":3,"001":[2,6,11],"00100519":4,"0010479246398391328":4,"00105081":4,"00106677":3,"00107405":4,"00109273":[],"00111756":4,"0011526":4,"00115999":3,"00118170":4,"00128479":3,"001323":4,"00137982":4,"00139705":3,"00149311":4,"00149956":4,"0015":[],"00152117":4,"00154733":3,"00156372":4,"00168251":3,"00174276":4,"00175331":4,"00186347":3,"001880":3,"00200":6,"00202624":3,"00202756":4,"00217499":4,"00224413":3,"00228740":4,"0023548":4,"002381316302584886":4,"0023813163025848865":4,"00242998":4,"00243186":4,"0024401":3,"00247083e":1,"00249435":4,"00270244":3,"00274989":4,"00289724":4,"00293838":3,"00312361":4,"00315593":4,"0032153180657605086":4,"00323332":4,"0032542":3,"0032873138755776365":16,"003301":4,"0033955154592040936":4,"00353823":3,"0036237":4,"0036367":4,"00369758":4,"003704":1,"003717":1,"003759":1,"003774":1,"003788":1,"0038335":4,"00384936":[],"003909404072811237":4,"00391839":3,"0039987":4,"004":3,"004091940707753964":4,"00410387":4,"00410478":4,"0041136346174431284":4,"004113634617443135":4,"004113634617443136":4,"004113634617443137":4,"004155986345861379":4,"00424967":4,"00426027":3,"00433417":9,"00440346":4,"00443743":4,"004456043243408203":0,"00445655":9,"004579219539673833":4,"00458878":4,"004610275230656537":4,"00462287":4,"00471782":3,"00472199":4,"00472512":4,"0049544":4,"0049999999999999845":[],"004999999999999996":[],"004999999999999997":[],"0050000000000000044":[],"005000000000000007":1,"00512927":3,"00517114":4,"00526348":4,"0053018":4,"00554552":4,"00556826":4,"0056799":3,"00579953":4,"00588657":4,"00607783":4,"006162":4,"00617499":3,"00630331":4,"00642221":4,"006530396683779109":1,"00660427":4,"00672607":4,"00673407":4,"00676387":4,"0068011":4,"00683748":3,"00683964":4,"006968283076248407":[],"007024126888936384":4,"00717152":11,"00719176":4,"00727646693":1,"00728323e":[],"007315":1,"0074331":3,"00759119":4,"007789":[],"007824":1,"00784393":4,"007931713723267314":[],"00803064":4,"00813803":4,"008171076530362356":1,"00817631":4,"00823002":3,"00827728":4,"00831018":4,"00834567":4,"00848904":4,"0086649156":1,"008675369724976777":3,"008885578722629236":[],"00890601":[],"00894639":3,"00905423":4,"009154":1,"009163470508352228":3,"009164545680330616":4,"00917248":4,"00934499":4,"0096208":4,"009735":9,"00973536":9,"009790":1,"009883615646716182":[],"009883615646716184":[],"009883615646716186":[],"009883615646716188":1,"00990475":3,"009911":1,"00992331":4,"00996754":4,"010018312644140933":4,"0100706":4,"010331721306655588":4,"010516485576652981":4,"01057384067458835":[],"01066519":4,"010679893512872646":[],"01076611":3,"0110":16,"011076219011390184":4,"0113104":4,"011347":1,"01179792":4,"01191824":3,"012073649480472317":4,"01210814993019007":[],"01219292":4,"01223198":4,"01231917":4,"01290947":4,"01295356":3,"01312157412031145":4,"01318643":4,"01347916":4,"01348565":4,"01367553":4,"01397146":4,"01405935":4,"0140617":[],"01416528":4,"01433809":3,"01443680008897583":4,"01449782":4,"01458337":4,"0146081":4,"01463049":4,"01503674":[],"015037":[],"015072388895177083":4,"01507238889517716":4,"01514394":[],"015144":[],"01531845":4,"01549377":4,"01558197":3,"01628578269590588":4,"01633913":4,"01640891":4,"01655318":4,"016587414993048166":4,"01691985":4,"0169643":3,"0170259":[],"01708781":4,"01708852":4,"01713366":4,"01724499":3,"017355848195591973":4,"017665":3,"018232":1,"01825571":[],"01831152e":4,"01831250e":4,"01866537":4,"01867234e":16,"01873344":9,"01873869":3,"01887348":[],"01898855":4,"019":[],"01905883":4,"01908936":4,"01963611":4,"01969145":4,"01975416527163567":4,"01975848":4,"02024962":4,"02054837e":4,"02068067":4,"02073509":3,"02096350e":1,"02098261":4,"02123176":4,"021544346900318832":[],"021592704588043153":4,"021592704588043167":4,"02161783e":16,"021901":9,"02190139":9,"02198702e":4,"02208512":4,"02228115":4,"02229529":4,"02252765":3,"02299949826036597":4,"02348765":4,"02365049":4,"0245528":4,"02492265":3,"02493044e":[],"02498832":4,"02503753":4,"02511518":4,"02522069":4,"02568378":[],"025709":[1,9],"02586427":4,"026":4,"0260906":4,"02625193":6,"026605727637189085":4,"0266057276371891":4,"02707227":3,"02723445":4,"02730126581656065":16,"027609773491022498":4,"027609773491022505":4,"028":4,"02881304":[],"029":[],"029483":3,"029688":[],"02968834":[],"029733":1,"02976145":4,"02994311":3,"02f":4,"03019554":[],"030196":[],"03032441e":4,"030670":[],"03067028":[],"03099776":3,"031":3,"03193199":[],"03196357":4,"03251863":3,"03256632e":2,"03267527":4,"03279636":4,"0330308045181225":4,"033030804518383":4,"03303359":[],"033037772005753835":[],"03308408":3,"03365768507152761":4,"034342":[],"0344707":[],"03447512":4,"0354":[],"03562355":4,"03568439":4,"0359565":3,"03607832":[],"03630548":4,"03652792":[],"036528":[],"03697069":[],"03707133":9,"03750367":14,"03781367141738898":4,"03781367141738899":4,"03787596148305236":1,"03791824e":16,"03814292":4,"03815288":4,"038300":[1,9],"03871832":[],"039039":3,"03929932":[],"039967668952797":4,"0399676689527975":4,"03it":4,"040102":3,"04010697":4,"04063602":4,"0411487294305266":4,"0411487294305548":4,"04205220e":16,"04220758":4,"04260073e":[],"04315108":3,"04330858":[],"04346721":3,"04355837":4,"04389027":4,"04421672e":[],"04423486":4,"044334":1,"044402":1,"04455272":[],"044553":[],"044613":4,"04529095":[],"04537385":4,"04543942":4,"04566964":4,"0458":7,"04648335":3,"04683565":3,"04757618e":[],"04784395":4,"048187277304303125":4,"04829457939163212":16,"04892055":4,"04909093":4,"04912436":4,"0495569966278269":4,"0495569966278282":4,"05009826":4,"05100875":4,"051115":[],"051418":3,"051649":[1,9],"0517473":3,"05227921801205707":4,"05227921801205709":4,"052645":[],"05295709":4,"053053":[],"0530533":[],"05318162":[],"053182":[],"05364854":6,"05383795":4,"053849":3,"05396545e":[],"054187":[],"054276":[],"05447415":4,"0545103":[],"054674":[],"055":[],"055085":[],"05531364":[],"055314":[],"055529303095955385":3,"055676":1,"055744":[],"055774":[],"055831":[],"055887":[],"055916":[],"05614483":3,"056326":[],"056329":9,"056484":[],"05651951":4,"057035":[],"057088709963637":1,"0571636815533073":4,"057320":[],"057332":[],"05755374":[],"057571":[],"057654":[],"05785343":4,"05789007":4,"057919":[],"05796251":4,"05802766":[],"05807125":4,"058178":[],"058247":[],"058282":[],"058719":[],"058805":[],"058856":3,"058892":[],"059225":[],"059245":[],"059344":9,"059406":[],"059455":[],"059531":[],"059571":[],"059680303635344434":[],"059765":[],"059806":[],"059865":[],"059908":[],"059994":[],"060064":9,"060070":9,"06020587":4,"060308":[],"060335":[],"06041458e":[],"06043581":4,"060520":[],"060748":3,"060919":[],"061164":[],"061176":[],"061255":[],"06126507e":16,"061330":[],"061601":9,"061652":[],"061774":[],"061783":3,"061842":[],"061855":[],"061896":[],"06200174":3,"062082386342319454":4,"06209126":[],"062188":[],"062327":[],"062376":[],"062639":[],"062659":[],"062660":9,"062731":[],"062822":[],"062829":[],"062879":[],"062885":[],"062923":9,"062979":[],"063055":[],"063097":[],"063114":3,"063122":[],"063178":9,"063190":[],"063324":9,"063395":[],"063415":[],"063523":[],"063526":[],"063615":[],"063670":[],"063727":[],"063759":[],"063763":[],"063880":[],"063882":[],"063925":[],"063982":[],"064000":[],"064013":[],"064075":[],"064078":[],"064101":[],"06412177e":16,"064156":[],"064257":[],"064273":[],"064304":[],"064354":[],"064357":[],"064393":[],"064410":[],"064449":[],"064472":[],"06453579006728317":4,"064591":[],"064647":[],"064648":9,"064686":[],"064689":[],"064783":9,"064795":[],"06491736":4,"06492086e":[],"064929":[],"064958":[],"064964":[],"064982":[],"065":[],"065003":[],"065016":3,"065086":[],"065110":9,"065144":[],"065151":[],"065188":[],"065200":[],"065202":[],"065204":[],"065334":[],"065355":[],"065408":[],"06540809":[],"06547790180152352":4,"06547790180152355":4,"065545":3,"065591":[],"065618":[],"065660":[],"065680":[],"065762":[],"065860":9,"065994":[],"066002":9,"06600226":9,"066030":9,"066047":[],"066074":9,"066092":[],"066098":3,"066116":[],"06619182206626131":[],"066249":[],"066272":[],"066294":[],"066312":9,"066389":[],"066403":9,"066487":[],"066629":[],"066683":9,"066705":[],"066761":[],"066788":[],"066835":[],"066837":[1,9],"066949":3,"066951":9,"066963":[],"067043":[],"067061":[],"067123":[],"067132":9,"067175":9,"067202":[],"06724062":3,"067326":[],"067355":[],"067440":9,"067504":[],"067531":[],"067577":[],"067601":[],"067610":[],"067667":9,"067685":9,"067711":[],"067718":[],"067769":[],"067777":[],"067793":3,"067794":[],"067811":3,"067844":[],"067865":[],"067889":[],"067892":[],"067985":[],"067990":[],"068056":[],"068073":[],"068165":[],"068185":[],"068213":[],"068244":[],"068276":[],"068293":[],"06834":[],"068351":9,"068385":[],"068427":[],"06844519414009441":4,"06844519414009442":4,"068460":[],"068491":[],"068514":[],"068515":3,"068593":[],"068633":3,"068640":[],"068654":[],"068667":[],"068673":[],"068686":[],"068697":9,"068717":[],"068818":9,"068821":[],"068828":[],"068838":9,"068840":[],"068873":[],"068896":[],"068920":[],"068928":[],"068945":[],"069005":[],"069028":[],"069071":[],"069081":[],"069098":[],"069195":9,"069243":9,"069282":[],"069369":[],"069371":[],"069413":9,"069496":[],"069503":[],"069510":[],"069516":[],"069519":3,"069528":[],"069542":[],"069584":1,"069635":[],"069641":9,"069775":9,"069814":[],"069848":[],"069853":[],"069859":[],"069872":[],"069890":[],"069902":[],"069956":3,"069988":9,"06it":4,"070043":1,"070103":[],"070129":[],"070131":[],"070138":[],"070166":[],"070182":[],"070188":[],"070212":3,"070254":[],"070337":9,"070456":[],"070473":[],"070517":[],"070548":9,"07062318":4,"070653":[],"070762":9,"070764":[],"070769":3,"07076926":3,"070791":9,"070812":[],"070815":[],"070866":3,"070867":9,"070889":[1,9],"070949":[],"070955":3,"070967":[],"071016":[],"071049":9,"07106781e":[],"071096":[],"07110274":14,"071156":[],"071248":[],"071268":[],"0713":1,"071313":[],"071325":[],"071359":[],"071435":9,"071447584032141":1,"07145103":9,"071453":[],"071481":[],"071502":[],"071547":9,"071549":[],"07155335":[],"071576":[],"071579":[],"07159175":[],"07160048164228312":4,"07160048164228314":4,"07160764":[],"071660":9,"071667":[],"071681":[],"071684":[],"071714":[],"071761":[],"071841":3,"071855":[],"071887":[],"071917":[],"072012":[],"072046":3,"072094":[],"072197":3,"072198":[],"072246":[],"072279":[],"072296":3,"072424":[],"072468":[],"072471":[],"072555":9,"072557":3,"072589":[],"072598":[],"072620":[],"072654":9,"072661":[],"072710":9,"072826":[],"072862":[],"072879":9,"072910":[],"072995":3,"073":[],"073020":[],"073035":[],"073052":3,"073096":9,"073162":3,"073310":9,"073333":[],"073352":[],"073371":9,"073372":[],"073483":[],"073546":[],"073567":[],"073591":[],"073598":[1,9],"073602":[],"073607":[],"073656":9,"073681":[],"073695":[],"073765":9,"073827":3,"073851":[],"073902":[],"073915":1,"073926":[],"073966":[],"074":[],"074027":[],"074036":[],"074037":[],"074044":[],"074067":[1,9],"074077":[],"074096":[],"074099":[],"074130":3,"074134":[],"074154":3,"074170":[],"074191":[],"074201":9,"074207":[],"07421084":3,"074230":[],"07423848370736122":[],"074248":[],"074285":[],"074286":[],"074331":9,"074432":[],"074434":[],"074453":[],"074488":[],"074557":3,"07456491":3,"074568":[],"074618":9,"074665":[],"074693":[],"074696":[],"074848":[],"07490892":4,"074979":9,"074996":[],"075084":[],"075119":[],"075151":3,"075163":[],"075194":9,"075212":[],"07521771":[],"075218":[],"075261":[],"075266":[],"075289":[],"075296":9,"075309":[],"075526":9,"075542":[],"075545":9,"0755452":9,"075562":[],"075567":[],"075615":9,"075754":[],"075772":[],"07581375":[],"075814":[],"075818":[],"075821":[],"075865":[],"075869":3,"075975":[],"075993":9,"076026":[],"076062":[],"076068":3,"076121":3,"076166":[],"076169":[],"076189":[],"076213":[],"076251":[],"076283":[],"076320":[],"076367":9,"076377":3,"076398":[],"076408":[],"076410":9,"076466":9,"076469":[],"0764924":4,"07670437":[],"076730":[],"076774":3,"076810":3,"076822":[],"076938":[1,9],"076954":3,"077005":[],"077010":9,"077021":3,"077026":3,"077046":9,"077115":[],"077143":9,"077160":[],"077163":[],"077212":[],"07729012413236423":9,"077303":[],"077305":9,"077338":[],"077339":[],"077386":[],"077407":[],"077416":[],"07744472306026946":7,"077469":[],"077533":[],"077623":[],"077645":3,"077771":9,"07777777777777778":2,"077891":[],"077927":9,"077968":3,"078049":[],"078076":[],"078099":9,"078103":9,"078197":[],"078244":9,"078279":[],"078311":[],"078342":[],"078388":[],"078390":[],"078399":[],"07839924":[],"078451":[],"078474":[],"078529":3,"078646":[],"078649":[],"078674":[],"078693":9,"078710":9,"078717":3,"078720":3,"078746":9,"078750":[],"078892":[],"078927":[],"078930":[],"078937":[],"078966":[],"079001":[],"079029":[],"079037":[],"079137":[],"079139":[],"079333":[],"079337":[],"079351":3,"079365":[],"07944154":14,"079597":[],"079598":3,"079624":[],"079643":[],"07968918676726028":4,"07972177":[],"079785":9,"079801":3,"079848":9,"079956":[],"07it":4,"080024":9,"080084":1,"080101":[],"080115":[],"080173":3,"080182":[],"080223":[],"080249":[],"080264":9,"080265":3,"080325":9,"080336":[],"080341":[],"080381":[],"080387":[],"080398":[],"08043851":3,"080565":3,"080570":9,"080612":3,"080626":9,"080633":[],"080675":9,"080678":3,"080738":[],"080806":[],"080845":[],"080846":3,"080871":[],"081024":[],"081077":9,"081092":[],"081102":[],"081103":[],"081129":9,"081210":9,"081227":[],"081260":[],"081270":3,"081309":[],"08131003":4,"081402":[],"081414":3,"081425":[],"081435":[],"081474":[],"081480":[],"081489":9,"081514":[],"08156108":4,"081632":[],"08170444":[],"081732":3,"081744":[],"081778":[],"081816":[],"081886":[],"082032":[],"082091":[],"082211":9,"082225":9,"082239":[],"082247":9,"082272":[],"082303":3,"082382":3,"08248290e":[],"08251519":4,"08251898":16,"082549":[],"082616":[],"082666":3,"082687":[],"08271336":[],"082866":[],"08292574":3,"082926":3,"082990":[],"08299273e":4,"083015":[],"083128":[],"083138":[],"083177":[],"08318298e":2,"0832":[],"083221":[],"083228":3,"083246":[],"083295":9,"083337":3,"083376":[],"083384":[],"083495":[],"083527":1,"083577":[],"083618":[],"08362077210702115":[],"083622":[],"083657":[],"083658":9,"083659":3,"083672":3,"083682":3,"083728":[],"08376632":4,"0837663229239025":4,"083766322923905":4,"083775":[],"083797":3,"083808":[],"08380813":[],"083855":[],"083905":[],"084":[],"084092":[],"084103":[],"08415761":[],"084167":[],"084181":[],"084221":[],"084249":9,"084251":[],"08426840630693411":4,"08429424":11,"084461":[],"084604":9,"084813":9,"084826":[],"084864":[],"084873":[],"084916":[],"084931":[],"08501147":[],"085041":3,"085121":9,"085253":[],"085259":[],"085285":[],"085289":[],"085484":3,"085510":[],"08551306":4,"085544":[],"085597":[],"085598":[],"085610":[],"085627":3,"085646":9,"085676":[],"085748":[],"085763":[],"08576932":4,"085811":[],"085928":[],"08593216":4,"085951":[],"086006":3,"086052":[],"086076":3,"08611111111111111":2,"086116":[],"086325":[],"086430":[],"086465":[],"086561":[],"086592":[],"08665060086846632":[],"086652":9,"086757":[],"086920":3,"086974":9,"086985":[],"087032":3,"087096":3,"087148":3,"087202":9,"087205":3,"087242":[],"087334":[],"087482":[],"087526":[],"087544":[],"087563":9,"088085":3,"088137":[],"0881981":3,"088209":[],"088258":[],"088260":3,"08839750e":[],"088414":[],"088484":[],"088556":[],"088660":[],"08871404":3,"088871":[],"08888888888888889":2,"088983":3,"089039":[],"089250":3,"089300":[],"089326":[],"089352":[],"089425":9,"089437":[],"089504":[],"089540":[],"089693":[],"089881":[],"089916":[],"089928":3,"089931":[],"090099":3,"090107":3,"090274":9,"090355":[],"090817":[],"09103481e":16,"091159":[],"091253":3,"091318":[],"09145189":4,"091535":[],"091542":3,"091566":3,"091578":[],"091659":[],"09166666666666666":2,"0917":7,"091756":3,"091855":3,"091979":[],"092276":3,"092288":[],"092375":[],"092378":3,"092659":[],"092932":[],"092936":3,"093236":[],"093248":[],"093328":[],"093573":[],"093725":3,"093755":9,"093928":[],"094":[],"094082198961287e":4,"0940821989631478e":4,"094513":[],"09456011349477329":[],"094708":3,"094774":[],"09487315108590391":9,"095173":[],"095180":3,"095275":3,"095472":[],"095786152583691":3,"095941":[],"09609807":3,"096406":[],"096639":[],"096726":[],"09672604":[],"096763":[],"09678277e":16,"096802":[],"097150":3,"097346":[],"09741585e":[],"097452":[],"098028":3,"098187":3,"09903804":6,"099079":3,"09919198949386163":4,"099504":3,"099609":3,"099763":[],"09976319":[],"0x7f8830b3a340":11,"0x7f88524ba760":11,"0x7fda9123e220":[],"0x7fdab4f97430":[],"0x7febdb109490":[],"0x7febdb6780d0":[],"100":[0,1,2,3,4,5,6,7,8,9,11,14,16,17],"1000":[0,1,2,3,6,9,11,13,16],"10000":[0,3,4,8,9,16],"100000":6,"10001":8,"1001":16,"1002":16,"1003":16,"1005":16,"1007125":[],"10077114273548986":4,"1009":16,"10094646e":[],"1011":16,"1013":16,"10131725":[],"1013904243":16,"10141413e":4,"10141414e":4,"1015":16,"101781":3,"102":1,"1022964509394572":2,"1023":16,"1026":16,"1027":16,"103":2,"1030":16,"10307631":[],"10327559":14,"1037":16,"10378326e":2,"1038":16,"10391807":4,"10398646080125035":4,"10398646080125036":4,"1040":16,"10405456":9,"104411":1,"1047":16,"104887":3,"105137868830763":16,"105387":3,"10555555555555556":2,"10589577":3,"106095":[1,9],"106946":3,"108":[1,4],"10806972":[],"108070":[],"10896672e":16,"10898112e":[],"10913":4,"10931453":4,"109794":3,"10979444":3,"10it":4,"10th":7,"10x":1,"110":1,"1100":16,"1101":16,"11022302e":3,"111":[2,5,10],"1111111111111111":2,"112283":1,"112383":[1,9],"11304709e":16,"11388888888888889":2,"11456076e":[],"11462415":3,"11482289e":4,"11507992e":2,"1154777721897675":4,"11547777218976751":4,"115822":4,"11666666666666667":2,"117":6,"11744554e":4,"118318":1,"11892185":[],"11944444444444445":2,"12002944":[],"1203284":6,"121":[6,7,8],"12182967":4,"122":[6,7,8],"12222222222222222":2,"12283463":[],"12318726e":4,"123190":1,"12333649":4,"123459876":16,"12366979e":16,"123711":4,"124":1,"12497018e":[],"12552073e":4,"12618549":3,"1271":4,"127773":16,"12777777777777777":2,"12908963":1,"1298":7,"12adb44b1c20":[],"13003291":4,"13055555555555556":2,"13060772":[],"131343":4,"13140162":[],"13162821e":[],"13209041":[],"13220608e":4,"13220609e":4,"13266452e":[],"133":5,"13328820e":[],"134102":[],"13410232":[],"13457922":[],"13519106":1,"13535942":4,"13579199e":[],"1361111111111111":2,"13646574":3,"13661243e":4,"136687":[],"13679863":4,"137268":[],"137400784702912":1,"1375":[],"137546":[],"137652":[1,9],"138":[],"13803928":[],"138472":[],"13859":[],"13865173":3,"138775":[1,9],"1388":4,"13891144e":[],"139255958275475e":4,"139255958572018e":4,"139462":[],"139475":[],"139992":4,"14021063":4,"1404":1,"1416398":4,"141725":[],"14174745":4,"141955":3,"14195542":3,"143":5,"14309733":[],"1437":2,"14370264":4,"1440501043841336":2,"1445":[],"14459063":[],"1446":[],"1447":[],"1448":[],"1449":[],"14662074":[],"14722222222222223":2,"147400":[1,9],"147420":[1,9],"147722":[],"148":[],"14812206":4,"148127":[],"148225":4,"148517":4,"149076":[],"1492":[],"149233":[],"149328":[],"149366":[],"149667":[],"149739":[],"149832":[],"149894":[],"149903":[],"14g":4,"150":6,"15005476":3,"15024669":[],"150306":[],"150581":[],"15061":4,"15098090e":4,"151":[],"15130074e":4,"152636":[],"1527777777777778":2,"153036":1,"153106":1,"15324631":[],"15332528e":[],"154720":1,"15475232":[],"154911":1,"155491":1,"155687":1,"155883":1,"156":1,"156956":3,"157":1,"15751596":[],"158":1,"159":1,"15979239e":16,"15g":4,"160":1,"16111111111111112":2,"16211139":3,"162246":3,"16342407":3,"16343471":4,"16496581e":[],"16553696":[],"16637855e":16,"16666666666666666":2,"167787":3,"16796929":4,"16805821e":4,"16807":16,"16831012":[],"16861772":[],"168618":[],"1695":4,"16b8e3cda33a":2,"17117385":[],"17174962e":2,"17234827e":[],"17248441e":[],"172737":3,"17273709":3,"17385778e":[],"17446471":4,"174497":[],"17449733":[],"175300":1,"1758506":[],"1761":4,"17641709":4,"17654307":[],"17666625":11,"17707436":[],"17709":4,"17777777777777778":2,"17801022":3,"17861098":4,"17917768":3,"17949575":3,"17953942":9,"1797":2,"17it":4,"180092462880674":[],"18029127":3,"18063928":[],"18123182":11,"18220995":[],"18224665":[],"1831277634928002":[],"18333333333333332":2,"18404906e":[],"184519":1,"1856411":[],"18611111111111112":2,"18613217e":4,"18620601e":[],"18673098":9,"189496":1,"18954529":[],"189622":1,"18968431e":16,"1914224774238273":[],"19207979":3,"1940":1,"194042826640948e":4,"194042826840599e":4,"1943":10,"19569961":4,"197":[],"1970":14,"1973":7,"197370":[1,9],"19742904e":[],"1979":4,"1989":16,"19937":16,"19955871":[],"199559":[],"19972087e":16,"1_1":10,"1_2":10,"1_3":10,"1cm":[1,6,8,16],"1e10":0,"1e4":4,"1ec254875e1a":11,"200":[1,6,7,8,16],"2000":1,"200000":1,"20015436":4,"2004":11,"2006":18,"2010":2,"2011":2,"2015":2,"2016":1,"2018":[1,4],"201841":[],"20184113":[],"2021":[0,4,15],"20277777777777778":2,"203757":[],"20375701":[],"205466494327873":[],"20632410e":[],"20738183":[],"207545":[1,9],"20772452":[],"20819609e":[],"20833333333333334":2,"20843563e":[],"20867052175003387":4,"20906175e":16,"210340":[1,9],"21058097":3,"21169159e":4,"212":[],"21208310e":[],"212327334149492":[],"21244261":3,"212443":3,"2125":[],"2126":[],"2127":[],"2128":[],"2129":[],"213":[],"213103":[1,9],"21347282":[],"213743":[1,9],"214":[],"2147483647":16,"215":[],"21596432":4,"216":[],"21623344":[],"216290":[1,9],"216683":[1,9],"21698969":11,"22044605e":3,"22076362":[],"221":6,"221180":1,"221921":3,"22209371e":[],"222400":1,"22443803":[],"22527008e":16,"22690428":3,"22717936e":16,"22842468702166951":4,"22842468702166954":4,"22847924":3,"22999784":[],"229998":[],"23002365e":4,"23117916e":16,"23167717":3,"232435":1,"23333333333333334":2,"2335879":[],"23382086e":[],"234":4,"23438810e":[],"236913":3,"23691315":3,"23744178":[],"240792":3,"2407922":3,"241262":[],"24126232":[],"24175744e":4,"2433e":3,"24340751":[],"243484":3,"24348403":3,"24444444444444444":2,"246138":[],"24613822":[],"24829908":3,"24906604e":4,"250":[5,7],"25000":1,"250000":1,"250154":1,"251559":[],"2515593":[],"251879":1,"25190225e":[],"25226753e":16,"25240108":[],"252436":1,"252639":[],"25263916":[],"253":[],"25303483":[],"253775":1,"254":[],"254509":[],"25450941":[],"25457052":[],"255":[],"255001":1,"2551":1,"256":[],"25617658e":4,"25617662e":4,"256962":1,"257":[],"2571699":[],"25726439e":[],"2572e3a4b38d":2,"25803281":[],"25845e8df859":4,"259107":[],"25910749":[],"259125":3,"25912505":3,"259153":[1,9],"259815":[],"25981533":[],"260227742627244":[],"2627588":14,"26301436":3,"26381865":[],"263819":[],"264":1,"2640931530791003":4,"26409315307910036":4,"26412372":[],"265":1,"2653678":[],"266":1,"26666667":11,"267":1,"26710969":3,"26780278":3,"2683":[],"2684":[],"2685":[],"2686":[],"2687":[],"26890510e":[],"269":1,"26974938e":[],"270":1,"27262964":[],"27296891e":[],"276263":[1,9],"27753165e":16,"27852549":[],"27924636":3,"27n_":16,"280573":3,"280647":[1,9],"28166741":[],"282":[],"282727":[1,9],"28310983":[],"283110":[],"28336218e":4,"2836":16,"28475098":6,"2861":16,"28712116":[],"2873":7,"2882":16,"2886":16,"2890":1,"2892":16,"28971976":9,"289720":9,"290":[],"291":[],"2915":16,"291614":[],"29167186":3,"292":[],"293":[],"2931":[],"294":[],"29424824":[],"295656121491569":[],"296247":1,"2968":[],"297219777724628":9,"297260":1,"29737229":11,"29748212":11,"2975":4,"2980":[],"29822833":4,"298273":1,"2983233":14,"298375":1,"2988":4,"2990":[],"299444":9,"29944428":9,"299748":1,"2_1":10,"2_2":10,"2_3":10,"2_i":10,"2_m":[4,16],"2_t":11,"2_x":16,"2cm":6,"2ff97f4bf03b":16,"2nd":7,"2x_ix_jy_iy_j":6,"2x_j":6,"2y_i":8,"2y_j":6,"30000":1,"300162456113691":[],"30119421":6,"303":4,"3041320306136366":[],"3043053":11,"30466214e":4,"30626706":[],"30655001":4,"306854":[],"30685416":[],"30787294":4,"30879705":[],"30968181":[],"310811":[],"31081134":[],"31109204e":[],"3123314713548606":4,"31276579e":4,"31318084":3,"31457796":3,"315":4,"315208":3,"31520842":3,"3155":[3,4],"3156929654100207":7,"31603087":4,"31608475e":[],"31718909":9,"31730641":[],"317367":9,"31853484":[],"31896852":6,"3200":2,"32047562":1,"3214960170351912":4,"32149601703519126":4,"323291478597321":16,"3250":2,"32521615e":16,"326238":1,"327631":1,"32938847":14,"32945844e":16,"3304":1,"33066907e":3,"3310":1,"3317":1,"331939":1,"333":5,"333333":1,"33333333":11,"3338":1,"3344":1,"33443859e":[],"33544681":[],"33569998e":[],"33861512":[],"338869":[],"33886902":[],"339535706819584":16,"33953571":16,"340782":[1,9],"34108726":[],"34114547":3,"34114641e":[],"34172919":[],"342680":1,"3436":1,"3437":1,"344172":1,"34569596":3,"346433":9,"34643337":9,"34902789e":16,"3498837":11,"350387":[],"35038714":[],"351636":[1,9],"35176067":[],"35182854":3,"35216172e":[],"35367281e":[],"35386868":11,"35533773":4,"356399":1,"357508":1,"358869339268145":16,"35886934":16,"359":3,"359640894899012":[],"360":2,"360688":1,"361556":1,"3621311":3,"363295916523824e":4,"3632959273186007e":4,"36436520e":[],"36468301":[],"3655222":3,"369139":[1,9],"36941772":[],"369418":[],"37186301":[],"372889":[],"3728892":[],"37396662":4,"37416969":9,"374170":9,"37732":11,"37738324":[],"37900111":4,"38135733e":4,"38207279e":[],"38216436":[],"3848":4,"38561052":3,"385611":3,"38629436":14,"38777878e":3,"38892672":[],"388927":[],"38903780":4,"38916861e":4,"3893239":[],"389324":[],"38937995e":16,"38962192e":4,"38986237":[],"39579407":3,"396740":9,"39674043":9,"39706038":3,"39716546":4,"397700":[1,9],"39792608e":[],"399836":1,"39it":4,"3cd19a0768e1":[],"4000":18,"401842":[1,9],"40212127":[],"404":1,"40425078e":16,"405890":[1,9],"40702":[],"40708470e":[],"40859":[],"4087793":3,"40902095":[],"40927184e":4,"40968888":[],"409689":[],"41078073":4,"412374":[],"41237437":[],"4140e":3,"41433969":3,"41511965e":2,"415634483874318":[],"416694683938511":9,"4171578884124756":0,"41754964":[],"41770932":[],"418506":[1,9],"41876428e":[],"41882037e":4,"4200e":3,"4201e":3,"4203e":3,"42208194":4,"423756":3,"42375621":3,"42441033":3,"426":[4,5],"42847770e":16,"42937310e":16,"43054282":3,"4332e":3,"43330971e":4,"43341615":4,"435163":1,"435490":[],"43549028":[],"43579948e":4,"43766686":9,"438136":1,"439230":4,"44089210e":3,"442600":[1,9],"443217":1,"44395541":[],"44625466e":16,"44655382":3,"446554":3,"44970586e":2,"45013332e":[],"45019484":[],"450257":[1,9],"4557763":9,"455947":1,"458027":1,"458078":[1,9],"45937170e":[],"45960079":3,"46016532e":[],"461":16,"461838":[],"46183815":[],"462":5,"46323168e":16,"4632e":3,"46383924e":4,"46383925e":4,"46415888336127775":[],"46423858e":[],"465564":[],"46556436":[],"466":16,"46675058":[],"46914544e":[],"46929603e":[],"469730":[],"46973015":[],"46984697e":4,"47042744":3,"470714":1,"47075725":4,"47079457e":16,"47116868e":4,"47125748":3,"47132891":3,"472652":[],"47265243":[],"47441766":[],"47566390e":16,"47610036":4,"47654764e":[],"47815203":9,"47862383":[],"478624":[],"480170":3,"48017006":3,"48019541":[],"48154187202453613":0,"481979":4,"48257387":17,"48471852e":[],"48476997":9,"48608063e":[],"48994188":3,"491837":[],"4918372":[],"493230":[],"49323032":[],"4940954":1,"4959161509366834e":4,"4959161509370406e":4,"497221":[],"49722108":[],"49841285":[],"498413":[],"49865673":[],"4990":16,"4992":16,"4997":16,"49b0ef2e51e2":4,"4c4c7f":[7,8],"4y_i":8,"500":[2,4,7,8,11,16],"500000":1,"50000455":3,"50000553":3,"50000718":3,"50000855":3,"50000969":3,"50001063":3,"50001142":3,"50001207":3,"50001261":3,"50001306":3,"50001343":3,"50001374":3,"500014":3,"50001414":3,"50001422":3,"50001439":3,"50001454":3,"50001466":3,"50001476":3,"50001485":3,"50001492":3,"50001498":3,"50001502":3,"50001506":3,"5000151":3,"50001512":3,"50001515":3,"50001517":3,"50001518":3,"50001519":3,"50001521":3,"50001522":3,"50001523":3,"50001524":3,"50001525":3,"5018":16,"50227564e":4,"50321091":3,"50394742":[],"506":1,"507d50":[7,8],"50846112e":4,"5098779":[],"509878":[],"50j":11,"50x10":2,"510":2,"511888":3,"5120":0,"512132":1,"51257863e":[],"51345668e":[],"51363731e":[],"514219":1,"51523276e":[],"515768":[],"51576807":[],"51707172":[],"517072":[],"51893804e":[],"51943726":9,"519842":1,"51it":4,"52158335":[],"5222222222222223":2,"52570079":[],"525701":[],"526744":[1,9],"52687171":[],"526872":[],"52722156":[],"52874252":3,"529":4,"52d2c51caad1":[],"5303329":9,"5305555555555556":2,"531280":1,"535457":[],"53545715":[],"53703498":4,"5378811":9,"539261":[1,9],"54039921":3,"54096582":[],"540966":[],"54121682":[],"541217":[],"54152940e":[],"541605":1,"54237024":16,"543169":[],"54316925":[],"544439":1,"546972":[],"54697204":[],"54702088e":[],"54710530e":1,"5483":4,"55111512e":3,"55138385":9,"551384":9,"55280484":[],"5555555555555556":2,"55707065":[],"557071":[],"557795":[1,9],"55795935":[],"55854694":9,"56033697":3,"56198284":3,"56216797e":[],"564374":[1,9],"56536":1,"56636616e":4,"56831157":3,"568312":3,"569":2,"56912044e":4,"56939714":3,"57051369":[],"571":3,"571105947979326e":4,"57110594797945e":4,"57143061":4,"57201944e":4,"574465":[1,9],"5755035":[],"57781668":[],"57871326":[],"579842":3,"57984245":3,"581766":9,"58176612":9,"582":[1,2],"58228342e":16,"58239999":[],"582400":[],"583595":1,"584804":1,"58521266":9,"585213":9,"58596975":[],"585970":[],"5864689451163851":3,"587401":1,"58836420e":16,"5888888888888889":2,"59007674e":16,"59304755e":[],"5944444444444444":2,"59480085":[],"59it":4,"5cm":16,"5dd54edf2138":4,"60122668e":16,"60293962":3,"60394236e":[],"60420593":3,"60673226":9,"606760":3,"60949193":[],"609492":[],"60999846":[],"61069091e":16,"6111111111111112":2,"61124978":[],"61234223":[],"612939":1,"613579":1,"614808":[1,9],"61505887e":[],"61745046e":[],"618":1,"61825186":11,"6183694":[],"61869821":[],"618982":1,"622539":9,"62253933":9,"622625":[],"62262506":[],"6226921":[],"62316154e":16,"62359224e":16,"62373464":9,"625":5,"62783293":[],"62856593":[],"62894215":3,"629961":1,"6300745149331701":1,"63025821e":4,"63249532e":4,"63315151":[],"63339159":[],"63374631":[],"63437572":[],"63442451e":[],"63488525":4,"63498144":3,"636323":9,"63632311":9,"63680118":[],"637129335071195":1,"63993205e":[],"64001211":4,"64012627":3,"640782":[],"64078247":[],"64166831e":[],"64447921":[],"64522721":4,"64580686":[],"646283":[1,9],"64669382":[],"646694":[],"64742912e":4,"647473":[1,9],"64857826e":[],"649382":[1,9],"64x50":2,"650024":[],"65002433":[],"6510573774179256":16,"65105738":16,"65238878":14,"65245958":[],"653095390463358":[],"653702":14,"653725417896576":1,"6544e":3,"65482578":[],"65572035":[],"65599927":[],"65766387":[],"65885453":3,"65933852":[],"65939208e":[],"6600855222624895":[],"66020213e":[],"6614":[],"66152576":3,"661526":3,"66183486":9,"661835":9,"66204648":4,"6628996975186952":1,"66302359":[],"66383151":[],"66677842":[],"66800261":[],"668172":1,"66880047":[],"67006792":[],"67047975e":4,"67060602":[],"671089":1,"6713619":3,"6714":[],"67171347e":16,"672721":1,"67279536":[],"67298546":11,"67303655":9,"673037":9,"67407338e":16,"67450955":[],"67708423":[],"677149":[],"67714918":[],"6796265324852733":[],"68002363":[],"680024":[],"68034946e":[],"6813":[],"6814":[],"6815":[],"6816":[],"6817":[],"6818813252071303":16,"68188133":16,"68192193":3,"68316185":[],"68342382":[],"68386076":11,"68534263e":4,"68542204":3,"68616263":14,"68729414":[],"68887763":11,"68929213e":4,"68937695":[],"689519":[1,9],"690617":1,"69069n_":16,"693361":1,"69347005":[],"6936767":3,"693677":3,"693850":9,"69385025":9,"69504801":4,"69519693":[],"695197":[],"69573183":[],"69634577e":4,"69695259":3,"69843037":[],"6996584":[],"69981195e":16,"6999536":9,"6ea927cc6e88":2,"6f7a6bd7d79f":4,"6n_":16,"701370":3,"70183798":[],"7022283":[],"70234019":[],"70415861":[],"70523024e":[],"70589906":[],"7070e":3,"70710678":3,"70790937":[],"70832814":3,"70885528e":[],"70886748":[],"70900891":[],"70946493e":[],"712018":[1,9],"712199063818309":[],"71281409":[],"71351486":[],"71442781":14,"71606852":[],"7162":[],"71669651":[],"7172":[],"718165":3,"72108703":[],"72174172":9,"72218808":[],"72271878e":4,"72312577":[],"7236674":3,"7240496":[],"725394195434945":[],"72780613e":16,"72859758":3,"72879865e":[],"72981762":6,"73091052e":[],"731000":1,"73153522":11,"733096":1,"73453972":[],"7371165871823337":[],"737349":[],"73734906":[],"73921714":[],"74081822":6,"74107697":9,"74143127e":[],"7432283":[],"74382593":[],"7442":[],"74495014":[],"745136489050356":[],"7465":[],"74840212":3,"74845978":[],"74921867":[],"749765":1,"750445":1,"751699":[1,9],"75170092":3,"75195757":[],"7522047280566193":[],"75322913":11,"75382481":[],"75524378":[],"75629493":[],"756352":1,"75841112":[],"75932862":[],"75it":4,"76172241e":[],"762":[5,9],"7621419":[],"76290332":[],"763880":[],"76388013":[],"76497666":[],"765":5,"76504618":[],"76570177":[],"76648901e":[],"76936315":3,"7693978131030923":9,"7701384":[],"77152076":3,"77156117e":3,"7718":7,"772b904ae9cb":[],"77317984":[],"7733":[],"77350269e":[],"774300":1,"776223":[],"77622336":[],"77636e":11,"77661393e":16,"77714169":6,"78080633":[],"78082":[],"78184120e":4,"78195":[],"78857629":[],"78941903":3,"78944806":[],"7899453":[],"79111643":3,"7925146":[],"792515":[],"79295029e":16,"793167":1,"79326583e":16,"79328828":[],"793701":1,"794282":[1,9],"79459035":[],"79648291":[],"796796":4,"79902342":[],"7c394b1e8b71":7,"7d7d58":[7,8],"800":5,"80004454e":[],"80021057":3,"800266":[],"80026635":[],"80121":[],"80354994":4,"80469739":3,"8055555555555556":2,"80609614e":4,"80609615e":4,"80847477e":4,"81048318e":4,"81160425":3,"81333793":4,"81441779":[],"81620806":[],"81633628":9,"816454":1,"816847":1,"81712976":[],"817130":[],"81781888":9,"819202":[],"81920231":[],"82198978":3,"8265786":3,"827265":1,"82889306e":16,"8305555555555556":2,"83425361":9,"834254":9,"83512277":3,"83614019":[],"8388888888888889":2,"839313":[],"8393131":[],"83935285":[],"83it":4,"84008474":[],"840085":[],"84087101":[],"842":[],"842436":1,"84251485":[],"842515":[],"8429949116841184":[],"84355903e":2,"84372853":[],"84443254e":2,"84658093e":16,"84780262":4,"8479552268981934":0,"84860939":[],"84923989e":4,"849766":[],"84976606":[],"84994524":3,"850164":3,"85058354":[],"850584":[],"8520127":[],"85218118":[],"85263220":4,"85278450e":[],"85396354":[],"85450859":9,"85463934e":[],"85497163e":[],"85546305e":[],"85601992":3,"860114":3,"86011441":3,"861":1,"86117291":3,"86134827":3,"86145244":9,"8638888888888889":2,"86436607":[],"86574276":[],"8666666666666667":2,"86692943":[],"87030083":[],"870301":[],"8718475896381779":16,"87184759":16,"8722222222222222":2,"87381451":3,"875":2,"8759":11,"87761937":[],"8777777777777778":2,"878843":[],"8788431":[],"87972591":[],"8802":[],"88046261":3,"88046462":[],"8805555555555555":2,"881323":[],"88168312e":4,"88297395":[],"88336879":3,"88529063e":4,"88559559":[],"8867467323038865":[],"88693966e":16,"88712946":[],"88730288":[],"8888888888888888":2,"890":4,"8901":[],"8914984":[],"89156955":[],"8921171964770647":9,"8923":[],"89288636":9,"8931":[],"89383322":[],"8941":4,"89410423":3,"8944444444444445":2,"8954":[],"89704131":[],"89742056":[],"897421":[],"898500":9,"89850037":9,"89928965":[],"89942598":[],"89975818":[],"89992521":1,"8dc29df57a8c":4,"8x8":2,"90075537":3,"9011":4,"90220243":3,"90233874":[],"90266948":3,"9031":[],"90316476":[],"9040":7,"9042":4,"90475506e":4,"9054":[],"9055555555555556":2,"90618734e":16,"906747":3,"907307":9,"90730735":9,"90825063":[],"9096":[],"91012519e":[],"9111111111111111":2,"91128596":3,"91145266e":16,"91417278":[],"9142":4,"91492986e":4,"9154537458386387":3,"91549644":1,"9166666666666666":2,"916978":[],"91697817":[],"9171356":[],"91760278":3,"91812702":3,"918992":1,"9196":[],"91960881":11,"9222222222222223":2,"922312":[],"92231203":[],"92280994":[],"924018":1,"924197515789051":4,"925":2,"92507116e":2,"92578916":3,"92605247":[],"92645039":9,"92646965":9,"926470":9,"92732185e":[],"9277777777777778":2,"9279671770201344":16,"92814088":[],"928141":[],"92857143":5,"92919670e":16,"9305555555555556":2,"931":1,"93100040e":16,"931066":3,"93155188":3,"93158979":3,"932734":[],"93273404":[],"933":3,"93492130e":4,"9354":[],"9361111111111111":2,"93679587":[],"936796":[],"937":16,"937082":1,"93799826":3,"938":16,"9388888888888889":2,"939":[1,16],"94019247e":[],"94034531":[],"94226022e":4,"94240779":[],"942726":[],"94284104":3,"94320205":3,"94327895":3,"9444444444444444":2,"94536341":16,"94591015":14,"94639099":9,"946893955211749":[],"946957":3,"947543":9,"9482527":3,"948729":[],"94it":4,"95008046":4,"95014575":[],"95231424":3,"9527777777777777":2,"95284275":3,"95351665":3,"954":16,"95443703e":[],"9547578478889096":1,"95517094":[],"955171":[],"9555555555555556":2,"95628168":[],"956282":[],"956563":[1,9],"95684892":3,"958228616652075":3,"9583333333333334":2,"959247":[],"960":16,"9601304850085328e":4,"9601304850163794e":4,"96024953":3,"96084663":3,"961":16,"96104648":[],"9611111111111111":2,"962":16,"963499":9,"96349948":9,"9637117593816477":4,"9640435":3,"965548":1,"965885569080809":[],"96688672":3,"9674916":3,"967809":[1,9],"96793117e":[],"97005689":3,"97101567e":16,"97108e":11,"9722222222222222":2,"97243128":3,"97300836":3,"97497404e":4,"975":2,"97507735":3,"9756404":[],"976":6,"97622676":[],"976227":[],"9765":[],"9769":[],"97705827":3,"97723801":[],"97758848":3,"9777777777777777":2,"9780387310732":18,"9780387848570":18,"9781492032632":18,"978553":3,"97898392":4,"97900797":11,"97926491":3,"9804422":[],"98046438":[],"9805555555555555":2,"98091621":3,"981321":1,"98139097":3,"98275501":3,"98314755":[],"983148":[],"983310":1,"98413059":3,"98452685":[],"98454786":3,"985":16,"98526763":[],"98528992":[],"98531221":[],"98566191":3,"986":16,"9860803":[],"98609175":16,"986091753050161":16,"9861111111111112":2,"98661465":[],"986699":3,"98680716":3,"98716878":3,"9877742":[],"987902":[],"98808176":3,"98822371":4,"988663":[],"9888888888888889":2,"98892195e":16,"98893512":[],"989":16,"9890348":3,"98927731":[],"9893447":3,"9898ff":[7,8],"99009525":3,"99009739":[],"9901168":[],"99013921":[],"99016161":[],"99018401":[],"99043999":[],"99088801":3,"9909252":[],"991":16,"991072":9,"99107239":9,"99115119":3,"99126104":[],"99133007":[],"99160404":[],"99176998":3,"99190487":[],"99194716":[],"992":16,"99218987":[],"99219378":[],"99242605":[],"99242921":3,"99248001":[],"99265097":3,"99273355":[],"99276945":[],"993":16,"99305549":[],"99305802":[],"99311297":[],"99316252":3,"9933":[],"99346398":[],"99363129":[],"99363383":[],"99371056":3,"99389612":3,"99393624":[],"994":[],"99400444":[],"9941":[],"99418903":9,"99420743":[],"99420997":[],"99428016":[],"9943201":3,"9945452":[],"99462421":[],"99473581":[],"9947756":3,"99478645":[],"99478898":[],"99492986":3,"99498985":[],"995":[],"99501236":[],"99503487":[],"99505739":[],"9950799":[],"99527696":[],"99528218":3,"9953048353087299":[],"99536326":[],"9953658":[],"99539415":3,"99544872":[],"9954538761021741":[],"99566069":3,"995774":[],"9957744":[],"99578809":3,"99579317":[],"99581841":[],"99594294":[],"996":3,"99600927":[],"99608161":3,"99620088364924":1,"99636015":[],"9963961":3,"99650061":3,"99652042":[],"99652296":[],"99655111":[],"9966744029509663":[],"9967292151090247":[],"9967458":3,"9968966158779216":1,"9969":[],"99696351":[],"997":[],"99700706":3,"99709215":3,"99709325":[],"99710078":[],"99723611":[],"99728435":[],"99729756":3,"99730848":[],"99751458":3,"99758326":3,"99763569":[],"99767893":[],"99775587":3,"99782689":[],"99793613":3,"99799099":3,"998":[],"99813653":3,"99817842":[],"99825997":[],"99828624":3,"9983295":3,"99836973":[],"99845267":3,"9984806":[],"998577":3,"99861053":3,"99871521":3,"99881845":3,"99883879":[],"99884384":3,"99891285":[],"99893323":3,"999":[7,16],"99901896":3,"99903755":3,"99911427":3,"99918546":3,"99919837":3,"99926459":3,"9993237":3,"99933188":3,"99938942":3,"9994385":3,"99944272":3,"99945628":[],"99949306":3,"99953381":3,"99953475":3,"99957911":3,"99961294":3,"99965056":3,"99967865":3,"99970988":3,"9997332":3,"99975913":3,"99977849":3,"99980002":3,"9998161":3,"99984732":3,"99987324":3,"99988687":[],"99989476":3,"9999095":[],"99991263":3,"99992746":3,"99993212":[],"99993978":3,"99995":3,"99995475":[],"999955585168597":4,"99995818594196":[],"999974281880048":[],"99997737":[],"9999787681537219":[],"9999794306626945":[],"9999822527140678":[],"9999850282256434":1,"9999864543345858":[],"9999868619217517":[],"9999869956119286":[],"9999878260589065":[],"9999887274726137":1,"9999910208315801":[],"9b9cf4fa1a95":[],"\u00f8yvind":[4,17],"abstract":2,"break":[0,1,4,9],"byte":14,"case":[1,2,3,4,5,9,10,11,13,14,15],"catch":1,"char":16,"class":[1,2,4,5,6,7,9,10,11,16],"const":16,"default":[1,2,4,5,14],"ekstr\u00f8m":17,"export":7,"f\u00f8470":17,"final":[0,1,2,3,4,5,6,7,8,9,11,15,16,17],"float":[0,1,3,7,9,11,14,16],"function":[0,3,7,13,14],"import":[0,1,2,4,5,6,7,8,9,10,11],"int":[0,1,2,3,4,9,11,14,16],"long":[1,2,10,11,16],"m\u00f8svatn":4,"new":[0,1,2,3,4,5,6,7,8,9,11,14,16],"null":16,"public":[1,13],"return":[0,1,2,3,4,5,6,7,9,11,14,16],"s\u00f8rli":17,"sch\u00f8yen":[4,17],"short":[0,3,12],"steinsv\u00e5g":17,"super":3,"switch":[0,1],"throw":[4,16],"true":[0,1,2,3,4,5,6,7,8,10,11,16],"try":[0,1,2,3,4,5,6,7,8,9,11,13,14,16],"var":[3,4,8,9,16],"while":[0,1,2,3,4,5,6,7,9,10,11,16],AGE:1,Adding:2,Age:5,And:[0,1,3,4,7,11,13,16],Are:9,Being:11,But:[0,1,2,3,4,7,8,16],CAS:[],DIS:1,Doing:[3,4,8,11],EoS:[1,4],FYS:15,For:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,18],Going:2,Ising:[3,10],Its:[2,9],MDS:9,NNs:10,N_s:6,Not:[1,2,3,4,15],OLS:1,One:[1,2,3,4,5,6,9,10,11,16],PCs:[9,13],RMS:16,Such:[4,10,16],That:[0,1,3,5,8,9,10,16],The:[8,11,14,15,17,18],Then:[0,1,2,3,4,6,7,8,9,10,11,14,16],There:[0,1,3,4,6,7,9,10,12,14,15,16,17],These:[0,1,3,6,7,8,9,10,11,14,16],Use:[1,4,7],Useful:[3,4,14],Using:[1,3,4,6,8,10,14],With:[1,3,4,6,7,8,9,10,14,16],__class__:8,__doc__:4,__future__:[6,7],__getattr__:[],__init__:2,__mosek:3,__name__:8,_auto10:[4,10],_auto12:4,_auto1:[3,4,5,10,11,14,16],_auto2:[3,4,10,11,14,16],_auto3:[3,4,10,11,14],_auto4:[4,10,11,14],_auto5:[4,10,11,14],_auto6:[4,10,14],_auto7:[4,10,14],_auto8:[4,10],_auto9:[4,10],_ax:[],_base:6,_build:[13,18],_check_optimize_result:[5,9],_compon:9,_coordinate_desc:4,_datafram:[],_depth:7,_fraction:7,_lambda:4,_leaf:7,_logist:[5,9],_make_index:[],_make_vjp:11,_multilayer_perceptron:[1,2],_node:[7,11],_num_sampl:[],_ratio:9,_sampl:7,_split:[4,7],_test:4,_trace:11,_valu:11,_varianc:9,_weight:7,a0faa0:[7,8],a77d5ac269b2:[],a_0:1,a_1a:1,a_2a:1,a_3:1,a_3a:1,a_4:1,a_4a:1,a_h:2,a_i:[1,2,10],a_j:[2,10],a_k:[2,10],aaron:18,ab_channel:13,abandon:2,abbrevi:15,abid:16,abil:[1,8],abl:[2,3,4,5,8,10,11,16],abort:16,about:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,18],abov:[0,1,2,3,4,5,6,7,8,9,10,11,14,16],abovement:4,abs:[0,1,3,11],abscissa:11,absolut:[1,3,4,11],acccess:[],acceler:11,accept:[1,4,7],access:[1,9,16],accid:4,accmod:3,accompani:1,accomplish:[6,7,11],accord:[0,1,2,3,4,7,10,11,16],accordingli:9,account:[1,3,11,16],accumul:[10,16],accur:[1,4,8,11,16],accuraci:[1,2,3,4,5,7,8,9,10],accuracy_scor:[1,2,8],accuracy_score_numpi:2,achiev:[1,2,3,4,6,10,14],aco:16,acquaint:13,acquir:[2,13],acr:1,across:[2,4,7,13],act:[2,14],action:16,activ:[0,1,7,15],actual:[1,2,3,4,6,9,14],ada_clf:8,adaboostclassifi:8,adadelta:11,adagrad:11,adam:2,adapt:[1,4,11,18],add:[1,2,3,4,6,8,9,10,16],add_subplot:[0,2,5,10],added:[1,2,3,4,6,11,14],addendum:3,adding:[0,2,14],addit:[0,1,3,4,5,6,7,8,10,11,13,14,16,17,18],addition:[10,11],address:[2,7,9,11,18],adjac:10,adjoint:3,adjust:[1,3,10,11],admir:1,advanc:[4,10,18],advantag:[2,3,4,8,11,14],afecionado:[],affect:[],affin:[1,6,9],aficionado:[],aforement:0,african:1,after:[0,1,2,3,4,7,9,10,11,13,14,16],afterward:1,again:[0,1,2,3,4,5,6,8,9,10,11,16],against:[2,5,8],age:[1,5],agegroup:5,agegroupmean:5,aggreg:[7,8],agorithm:8,agre:[3,4,16],ahead:7,aid:9,aim:[0,1,2,4,5,9,13,14],ainv:3,aka:3,alarm:3,albeit:0,algebra:[1,3,11,13,15],algo:16,algorithm:[1,2,3,4,5,6,11,13,14,15,16,18],align:[1,3,4,5,6,11,16],all:[0,1,2,3,4,5,7,8,9,10,11,13,14,15,16,17,18],allevi:[2,11],alloc:14,allow:[1,2,3,4,6,8,11,13,14],almost:[1,2,4,6,9,11,16],alon:7,along:[0,3,4,7,8,9,13,14],alpha:[0,1,2,3,4,5,6,7,8,11,16],alpha_:8,alpha_i:11,alpha_k:11,alpha_m:8,alpha_opt:11,alreadi:[3,4,8,10,13,14,16],also:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,18],alter:[2,16],altern:[1,2,3,4,5,6,7,9,11,14],although:[2,3,4,6,8,11],alwai:[0,1,3,4,10,11,16],ame2016:1,american:1,among:[1,3,7,8,10],amongst:3,amount:[0,1,2,4,6,8,13],an_:16,anaconda3:[1,2,4,5,6,9,11],anaconda:[1,2,13],analog:11,analys:[4,16],analysi:[2,5,14,15,18],analyt:[1,3,4,5,10,11,13],analyz:[1,2,3,4,16],andrew:2,angl:[1,7,16],ani:[0,1,2,3,4,5,6,7,8,10,16],anim:10,ann:10,annot:[1,2,5,6],anoth:[1,2,3,4,5,6,8,9,10,11,14,16],ans:[11,16],ansatz:1,answer:[1,2,3,4,14],antialias:4,anymor:[2,6],anyon:6,anyth:[2,16],anytim:17,apach:2,apart:[9,11],api:[2,13],appear:[1,2,11,14,16],append:[2,6,7,11,16],appendcon:3,appendvar:3,appli:[1,2,4,5,6,7,8,9,10,11,16,18],applic:[1,2,3,4,5,7,10,11,15,16,18],approach:[2,3,4,7,8,9,10,11,13,16,18],appropri:[4,7,10,11,13,16],approx:[1,4,8,9,11,16],approxim:[1,2,3,4,5,8,9,11,16],apt:[1,13],aptli:0,aragorn:[],arang:[2,4,5,7,8,10],arbitrari:[2,4,6,10,11,16],arbitrarili:[1,2,9],arc:4,architectur:[10,18],area:[1,4,18],arg:11,argc:16,argmax:[2,9],argmin:[0,8],argnum:11,argsort:9,argu:[2,11],arguabl:0,argument:[1,3,9,10,11,16],argv:16,aris:[1,4,10,11,16],arithmet:[1,11,14],arm:4,arma:16,armadillo:[14,16],around:[1,2,3,4,9,16],arrai:[0,1,2,3,4,5,6,7,9,10,11,13,16],arraybox:11,arriv:[1,4,7,9,14,16],arrow:10,arrowprop:6,art3d:11,art:[1,2,13],articl:[0,1,4,8,16],artifici:[1,5,10,18],artificialneuron:10,artist:[],arug:11,asarrai:[1,4,7],asc:3,ascii:16,ask:[3,4,9,10],aspect:[1,4,13],assembl:1,assess:[1,4],assign:[0,1,5,6,7,10,11,15,18],assign_points_to_clust:0,associ:[0,1,4,7,10,16],assum:[0,1,2,3,4,5,6,7,8,9,10,11,14,16],assumpt:[1,3,4,7,9,16],ast:[1,3,4],astyp:[7,8],asymmetri:1,asymptot:4,atoi:16,atom:1,attempt:[1,4,5,6,8],attend:15,attent:[1,14],attr:[],attract:[1,8],attribut:[1,7,11],attributeerror:11,audi:1,aurelien:[1,15,18],austfjel:4,author:[1,2,8,16],authour:1,auto:[7,8,16],autocor:16,autocorrelation_tim:16,autocorrelform:16,autocovari:16,autoencod:13,autoencond:13,autograd:[11,13],autom:[1,13],automac:14,automag:[],automat:[1,2,9,13,14],autonom:18,avail:[1,2,4,8,9,13,14,15,18],averag:[0,1,2,4,7,8,11,16,17],avg:16,avoid:[0,1,3,4,7,9,11,14],awai:[4,16],awar:8,award:17,axes3d:[4,11],axes:[1,5,6,7,8,9],axes_grid1:4,axessubplot:1,axhlin:6,axi:[0,1,2,4,5,6,7,8,9,10,11,16],axiom:3,axlabel:1,axvlin:6,b_1:[10,11],b_2:11,b_5:11,b_group:7,b_i:[1,2,10],b_ia_:1,b_index:7,b_j:[2,10],b_k:[2,10,11],b_m:10,b_score:7,b_valu:7,bachelor:15,back:[1,3,4,6,7,8,14,15,16],backbon:14,backend:2,background:[15,18],backpropag:2,backtrack:7,backup:14,backward:[2,10,14],bad:[4,16],badli:16,bag:[7,13,15],bag_clf:8,baggin:[],baggingboot:8,baggingclassifi:8,baggingtre:8,balanc:4,band:14,bandwidth:14,bar:[1,4,9],barber:18,bare:8,barebon:0,base:[0,1,2,3,5,6,7,8,13,16,17,18],basi:[3,5,6,8,9,10,11,14],basic:[4,6,10,11,13,15,16],batch:[9,10,11],batch_siz:2,bay:5,bayesian:[3,13,18],be0d226abb41:[],becaus:[0,1,2,3,4,6,7,10,11],becom:[0,1,2,3,4,5,7,10,11,16],been:[1,2,3,4,9,10,11,13,14],befor:[0,1,2,3,4,5,6,10,11,14,16],beforehand:[0,1,16],begin:[0,1,2,3,4,5,6,7,9,10,11,14,16],behav:[2,4,11],behavior:[1,2,11],behaviour:10,behind:[1,2,4,6,11],being:[0,1,2,3,5,6,8,9,10,11,16],believ:[7,14],belong:[0,3,5,6,7,11],below:[1,2,3,4,5,6,7,8,9,10,11,14,16],benchmark:8,bendik:17,benefici:[2,11],benefit:[1,2,9,11,13],bengio:[2,15,18],benign:[2,5],besid:3,bessel:3,best:[0,1,2,3,4,5,6,7,8,10,11,16,17],beta:[1,2,3,4,5,8,9,11],beta_0:[1,2,3,4,5,11],beta_0x_:1,beta_1:[1,2,3,4,5,8,11],beta_1x_0:1,beta_1x_1:[1,5],beta_1x_2:1,beta_1x_:1,beta_1x_i:[5,11],beta_2:[1,11],beta_2x_0:1,beta_2x_1:1,beta_2x_2:[1,5],beta_2x_:1,beta_:[1,4,5,11],beta_i:[1,3],beta_j:[1,3,4,11],beta_k:11,beta_linreg:11,beta_m:8,beta_mg_m:8,beta_p:5,beta_px_p:5,betavalu:3,better:[0,1,2,4,7,8,9,10,11],between:[0,1,2,3,4,5,6,7,9,10,11,16],beyond:[1,2,3,4,6,11],bia:[1,2,3,6,7,8,10,11,15,16],bias:[2,3,4,7,10],big:[0,1,2,3,4],bigger:[2,4],bigr:10,bike:7,bilbo:[],bilek:17,billion:[10,13],bin:[1,5,16],binari:[1,3,5,7,8,10,15,16],bind:1,binomi:13,binsboot:4,bioinformat:1,biolog:[2,10,18],bios1100:13,bird:1,birth:[],bishop:[15,18],bit:[0,2,14,16],bitwis:16,bla:[3,14],black:[0,6,7],block:[0,4,8,13,14],blockingavg:16,blockingstd:16,blockingvar:16,blocksiz:16,blocksizemax:16,blocksizemin:16,blue:1,bmatrix:[1,2,3,5,6,9,11,14],bmi:2,bodi:[1,2,10],bold:2,boldfac:[1,3],boldsymbol:[0,1,2,3,4,5,6,8,9,11],boltzmann:[10,13],book:18,bool:0,boost:[2,7,13,15],boostrap:8,bootavg:16,bootstd:16,bootstrap:[2,13,15],bootvar:16,bootvec:16,borrow:[],boston_dataset:1,bot:6,both:[0,1,2,3,4,6,7,8,11,13,14,16,17],bottl:5,bottom:[],bound:[1,3,6,10],boundari:[6,9,10],boundkei:3,box:7,boyd:[6,11],bracket:16,brain:[2,5,10],branch:7,breast:[3,5,9],breviti:11,brew:[1,13],brg:6,briefli:1,bring:[1,3,4,8],broad:1,broadcast:0,browser:[],brute:[3,9],bsol:[],bsubex:[],build:[1,3,4,8,14,16],built:[1,2,4],bunch:9,busi:1,bzl:3,c46dd114b2af:6,c_0:16,c_1:10,c_2:10,c_3:10,c_4:10,c_i:[10,11],c_k:16,cabc613b8702:[],cach:8,cal:[1,6,8,10,11],calcul:[0,1,2,3,4,6,7,8,9,10,11,14],call:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16,18],callabl:[],calor:1,cambridg:[11,18],came:0,can:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16,18],cancel:[1,11],cancer:[3,8],cancerpd:5,candid:[6,7,8],cannot:[1,2,3,4,5,6,7,15,16],canopi:[1,13],cap:3,capabl:[1,2,6,11,13],capita:1,captur:[9,10],card:[1,5],cardin:2,care:[0,9],carefulli:11,carlo:[1,4,13,16,18],carri:[4,5],cart:8,casella:18,cast:2,categor:[1,2,7,9],categori:[0,1,2,5,8,10,15],categorical_crossentropi:2,caus:[1,3,4,16],causal:1,causat:1,cax:2,cbar:2,ccc:[3,10],cd_fast:4,cdf:16,cdot:[0,1,4,10,11,14,16],celebr:11,center:[0,1,2,4,5,6,7,9,16],centr:18,central:[1,3,4,6,14],centroid:[0,16],centroid_differ:0,centroid_list:0,certain:[0,1,4,5,7,16],cha:1,chain:[2,11,13,16],challeng:0,chanc:[2,3,11,16],chang:[0,1,2,3,4,6,7,9,10,11,14,16],chapter:[0,1,4,8,9,14,15,18],charact:[1,3,6,16],character:[6,7,8,10,16],characterist:[1,2,8,11],charg:1,charl:1,chd:5,chddata:5,cheap:3,cheaper:[2,11],chebychev:0,check:[1,2,3,9,11,14],check_consistent_length:[],chemic:16,chen:8,choic:[0,1,2,4,7,10,11,14,16],choleski:[3,14],choos:[0,4,7,8,9,11,16],chosen:[1,2,4,6,7,8,11,16],chosen_datapoint:2,christian:18,christoph:[15,18],cin:16,circ:[2,10],circl:[1,6,10],circumfer:7,circumv:[2,3,11],clariti:[0,16],class_nam:7,class_val:7,class_valu:7,classic:[5,7,11],classif:[1,3,4,5,6,9,10,13,15,18],classifi:[1,2,5,7,8,9],classificaton:2,classifii:8,clean:2,clear:[2,3,8,10,11],clearer:0,clearli:[1,3,4,5,6,16],clever:[0,2,8],clf3:1,clf:[1,4,6,7,8],clf_lasso:4,clf_ridg:4,clip:16,close:[0,1,2,4,6,7,9,10,11,16,18],closer:[3,11],closest:[0,6,9,11],closur:13,cloud:13,clust:0,cluster:[1,2,4,9,13,15],cluster_label:0,cmap:[1,2,4,6,7,8],cmap_arg:4,cmath:16,cmb:15,cmd:7,cn_:16,cnn:[10,15],cntk:13,code:[4,5,6,11,13,14,15,18],coef0:6,coef:1,coef_:[1,3,4,6,7,11],coeff:3,coeffici:[1,3,4,5,6,7,11,14],coerc:[1,4],coin:[8,16],coin_toss:8,col:[1,9],colab:13,cold:7,colinear:1,collaps:6,collect:[1,4,8,9,13,16,18],collinear:3,color:[1,4,6,7,8,16],color_cod:4,colorbar:[2,4],colsample_bytre:8,colsaobject:8,column:[1,2,3,4,5,6,7,9,10,14],columntransform:7,com:[4,13,17,18],combin:[2,3,4,5,8,16],come:[0,1,2,3,10,11,15],comma:[],command:[1,2,16],comment:[1,3,4],commerci:[1,13],commod:1,common:[0,1,2,3,4,5,7,9,16],commonli:[0,1,2,4,5,7,11],commun:[1,10],compact:[0,1,2,3,4,5,7,9,10,11],compar:[0,1,3,4,9,11,14],comparison:11,compat:5,compet:1,competit:8,compil:[1,2,13,14,16],complet:[1,7,10],completenn:10,complex:[2,3,6,7,9,10,11],complic:[0,1,2,7,11],compon:[0,1,2,3,4,5,7,13,15],components_:9,compos:[0,7,10],compphys:[4,13,15,18],compress:1,compris:4,compromis:3,compulsori:13,comput:[0,1,2,3,4,5,6,8,9,10,11,13,14,15,18],computation:[1,4,7,11,16],con:3,concaten:[0,4],concav:[2,11],concentr:[1,8],concept:[0,1,13],conceptu:[10,11],concern:[0,1,2,5],concic:[],conclud:[1,3],conclus:2,conda:[1,2,13],condit:[1,3,4,6,7,9,11,16],conduct:13,coneqp:3,confid:[1,3,4,5,6],confirm:[3,10],confus:[3,4,8,14],confusion_matrix:7,congruenti:16,conjug:6,conjugaci:11,connect:[1,2,7,9,10,11,14],consequ:[3,4,6,8,10,11],conserv:[0,3],consid:[0,1,2,3,4,5,6,7,8,10,11,14,16],consider:[1,2,3,11],consist:[1,2,4,10,11,16],constant:[1,3,4,6,10,11,16],constitu:1,constitut:4,constrain:[2,3,5,9],constraint:[3,4,6,11],construct:[1,2,3,4,5,6,7,8,9,14,16,18],contact:1,contain:[0,1,3,4,5,6,7,9,10,11,14,16,18],contemporari:18,content:[2,13,14],context:[4,8,11],continu:[1,2,3,4,5,6,7,8,10,11,14],contour:[7,8,11],contourf:[6,7,8],contrast:[2,7,8,10],contribut:[1,3,16],contributor:1,control:[1,2,7,11,13],conveni:[1,3,4,10,11,14],convent:10,converg:[0,1,2,3,4,5,6,9,11],convergencewarn:[1,2,4,5,6,9],convert:[1,2,3,7,9,11,14],convex:[3,5],convinc:11,convolut:[2,13,15],cool:7,coolwarm:4,coordin:[0,3,10],coorel:1,copi:[0,1,2],core:[8,11],corel:1,coronari:5,corr:[1,3,5,9],correalt:[9,13],correct:[0,1,2,3,11,14,16],correctli:[2,4,8],correl:[1,2,3,4,5,8,10,11,13],correlation_matrix:[1,3,5,9],correspond:[0,1,3,4,6,7,9,10,13,14,16],cortex:10,cos:[1,4,7,11],cosin:[0,4],cost:[1,3,4,5,6,7,10,11,16],could:[1,2,3,4,5,6,7,8,9,10,11,14,16],coulomb:1,count:[1,7,15,16,17],countor:11,coupl:[3,4],cours:[1,2,3,9,15,16],courvil:[15,18],cout:16,cov:[3,4,9,14,16],cov_xi:[3,9],cov_xx:[3,9],cov_yi:[3,9],covari:[1,5,13,14],covariance_matrix:[0,3,9],cover:[1,3,12,13,15,18],covert:1,covxi:16,covxx:16,covxz:16,covyi:16,covyz:16,covzz:16,cpu:2,creat:[2,3,7,8,9,10,13],create_biases_and_weight:2,create_neural_network_kera:2,create_x:[3,9],credit:[1,5],crim:1,crime:1,criteria:[0,1,7,8,16],criterion:[7,8,11],critic:4,cross:[1,2,5,7,8,11,13,15,16],cross_val_scor:4,cross_valid:[5,8],crossvalid:4,crucial:[2,16],csr_matrix:14,cstdlib:16,csv:[1,4,5,7],ctnk:2,cubic:1,cumbersom:3,cumsum:[8,9],cumul:8,cumulative_heads_ratio:8,cup:3,current:[0,2,11],curs:1,curv:[4,5,8,10],curvatur:11,custom:[0,3,4],custom_cmap2:[7,8],custom_cmap:[7,8],cutpoint:7,cvxbook:11,cvxopt:[3,6],cyber:18,cycl:[0,2,10,16],d985fb40c43d:4,d_f:11,dagger:[3,14],dai:[2,7,13],dalen:17,darget:7,darkr:16,dat:1,dat_id:[1,4,5,7],data1:0,data2:0,data3:0,data4:0,data:[0,3,6,8,10,11,14,18],data_id:[1,4,5,7],data_indic:2,data_panda:[],data_path:[1,4,5,7],databas:2,datafil:[1,4,5,7],datafram:[1,3,5,7,9],datapoint:[2,3,4,5,9,11],dataset:[0,1,4,5,6,7,8,9,11],date:1,daughter:8,david:18,dbh:2,dbo:2,dcomposit:14,dcost:3,dead:2,deal:[0,1,2,3,4,6,9,11,14,16],debt:5,debug:[3,4],decad:1,decai:[1,11,16],decent:8,decid:[1,3,4,7],decim:1,decis:[1,2,6,9,13,15,18],decision_funct:6,decision_tre:7,decisiontreeclassifi:[7,8],decisiontreeregressor:[1,7,8],declar:[1,14],decompos:[3,4,14],decomposit:[1,4,10,15],decompost:3,decorrel:[8,11],decreas:[2,3,4,8,9,11],deduc:1,deep:[5,10,11,13,15,18],deep_tree_clf1:7,deep_tree_clf2:7,deep_tree_clf:[7,8],deepen:[3,13],deeper:[0,1],deeplearningbook:18,def:[0,1,2,3,4,5,6,7,8,9,11,16],def_covari:16,defect:3,defici:3,defin:[0,1,3,4,5,6,7,8,9,10,11,14,16],definit:[0,2,3,4,6,8,9,10,11,14],defint:16,degre:[3,4,6,7,8,9,16],del:2,delet:[4,16],deliv:15,delta:[0,1,4,6,10,11,16],delta_:[2,14],delta_h:[1,2],delta_j:10,delta_k:10,delta_l:2,delta_n:1,delug:13,delv:1,demand:11,demonstr:[1,3,4,5,9,10,13],denomin:[2,3],denot:[2,4,5,11,16],dens:[0,2],densiti:[0,1,4,16],depart:17,depend:[0,1,2,3,4,5,6,9,10,11,13,16],depict:16,deploy:[1,13],deprec:1,depth:[1,7,8,14],deriv:[1,2,4,5,6,8,9,11,13],descend:[3,7,9],descent:[1,2,5,6,10],descr:1,describ:[0,1,3,4,6,8,9,10,11,14],descript:[0,1,6,7],design:[1,2,3,4,5,8,9,10,11],designmatrix:1,desir:[0,1,3,11],despit:[2,10],destroi:14,det:[3,14],detail:[0,1,4,9,11,14],detect:[6,10],determin:[1,3,4,6,7,8,9,10,11,14,16],determinist:[5,11,16],dev:[2,16],develop:[0,1,3,6,8,9,10,13,14],deviat:[1,2,3,4],devis:10,df1:[],diag:[3,6],diagnost:[2,8],diagon:[1,3,5,11,14,16],diagonaliz:3,diagram:8,diagsvd:4,dice:4,dict:[4,6],dict_kei:1,dictionari:1,did:[0,1,2,3,4,5,8,9],die:2,diffeent:6,differ:[0,1,2,3,4,7,8,9,10,11,13,14,16,18],differenti:[13,14],differential_oper:11,difficult:[0,1,2,4,8,11,16],difficulti:[1,2,11],digit:[1,2,4,15,17],dilemma:11,dilut:2,dim:[0,9],dimens:[0,1,2,3,6,9,14],dimension:[0,1,3,4,7,9,11,13,14],dimensionless:1,diment:14,dimes:0,direct:[0,1,2,9,10,11],directli:[0,2,3,4,16],directori:[],disadvantag:1,disappear:4,discard:[4,9],disciplin:[1,10],disclaim:16,discourag:11,discov:1,discover:3,discret:[2,3,5,11],discrimin:[5,8,9],discuss:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,18],diseas:5,disguis:4,disk:[],disord:[2,5],displai:[0,1,2,3,4,5,6,7,8,9,10,16],displaystyl:[1,3],displot:1,disregard:1,dissimilar:[0,9],dist:0,distanc:[0,1,6,7,9,16],distance_list:7,distinct:[0,5,6,7,8],distinctli:6,distinguish:[1,5,6,16],distplot:1,distribut:[0,1,2,4,5,8,9,11,13,14],distrubut:[1,13],div:3,dive:[1,6],diverg:[2,11],divid:[1,2,3,4,6,7,9,10,16],divis:[4,6,7,11,14,16],dna:5,dnn:[1,2,10],dnn_kera:2,dnn_model:2,dnn_numpi:2,dnn_scikit:[1,2],doamin:[],doc:[4,13,15,18],doconc:[],document:[5,9,11],doe:[0,1,2,3,4,6,8,9,10,11,14,16],doesn:[7,10],dog:2,doi:0,doing:[1,3,4,9],domain:[3,6,11],domin:1,don:[0,1,2,3,4,6,9,11,13,16],done:[0,1,3,4,7,8,9,11,14,16],dot:[1,3,4,5,6,7,8,9,10,11,14,16],doubl:[14,16],doubli:2,down:[1,4,7,9,10,11],download:[1,2,3,4,14,18],dozen:2,drag:11,dramat:9,draw:[4,8,11],drawback:[1,2,11],drawn:[2,4,5,9,16],dre:3,drop:[1,2,3,4,9,11,16],dropna:[1,4],dtype:[0,1,2,14],dualiti:4,dub:1,due:[0,2,3,4,6,8,10,11],dummi:1,dure:[1,2,6,7,9,13],dwell:1,dwh:2,dwo:2,dx_1:16,dx_1p:4,dx_2p:4,dx_mp:4,dx_n:16,dxp:4,dying:2,each:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,17],eapprox:1,earli:[2,11],earlier:[1,3,5,6,7,9,10,11],earthexplor:4,eas:[0,4,7],easi:[1,3,4,5,6,7,8,9,10,11,13,14],easier:[3,4,6,7,11,16],easiest:11,easili:[1,2,3,4,5,6,7,8,9,10,11,14],eastern:17,ebind:1,eblock:7,econometr:[],economi:3,ecosystem:13,ect:15,edgecolor:4,edit:[],edu:11,educ:1,eface79dac2c:8,eff:16,effect:[2,8,11,16],effic:2,effici:[1,8,11,13,14,16],efron:[4,16],egrad:11,eig:[3,9,11,14,16],eigen:16,eigenpair:[3,9],eigenvalu:[1,3,6,9,11,14],eigenvector:[3,9,11],eight:14,eigval:[14,16],eigvalu:[9,11],eigvec:[14,16],eigvector:[9,11],eispack:14,either:[1,2,3,4,5,6,7,8,9,11,16],ekstrom:17,elabor:16,electr:[1,10],electur:18,eleg:9,element:[2,3,4,5,6,9,10,11,13,14,15,18],elementari:[8,11,14],elementwis:11,elementwise_grad:11,elessar:[],elif:0,elim:14,elimin:[3,6],els:[2,5,7,10,11,16],elu:2,elus:1,email:[15,17],embed:[1,9],embodi:4,emit:16,emner:[15,18],emphas:[1,8,13],emphasi:[1,13,18],empir:[2,9,16],emploi:[1,2,3,4,9,11,16],employ:1,empti:[4,8],emul:10,enabl:9,enbodi:4,encapsul:0,encod:[0,1,3,7,9],encompass:[1,16],encount:[1,2,3,4,5,11,16],end:[0,1,2,3,4,5,6,7,8,9,10,11,14,16],end_box:11,end_nod:11,end_valu:11,endl:16,endpoint:[4,16],energi:[1,4],enet_coordinate_desc:4,enforc:10,eng:18,engin:[1,2,13,16],english:18,enough:[1,4,11],ensembl:[2,7,15,16],ensur:[1,2,3,4,9,11,16],enter:[3,4,16],enthought:[1,13],entir:[2,5,7,13,16],entiti:[7,10,14],entri:[1,3,6,9,10,14],entropi:[2,5,8,11],enumer:[1,2,4,6],env:[3,16],environ:[13,18],eol:1,eosfit:1,epoch:[1,2,10,11],epsilon:[1,3,4,5,11],epsilon_0:1,epsilon_1:1,epsilon_2:1,epsilon_:1,epsilon_i:1,eqnarrai:[3,4],equal:[0,1,2,3,4,6,7,9,10,11,14,16],equat:[0,2,3,4,5,6,7,8,9,11,14,16],equilibrium:10,equiv:[11,14,16],equival:[1,2,3,6,9,11,13,14],erf:16,eriador:[],eridg:[],err:[1,8],err_:4,errat:11,errno:[],error:[2,3,4,5,7,9,10,11,13,16],error_estimate_corr_tim:16,error_hidden:2,error_output:2,escap:11,esl:0,esol:[],especi:[2,7,10,11],essenti:[0,1,3,4,7,8,10,16],establish:[1,4,8,9],estim:[1,2,3,4,5,8,9,11,13,16],estimated_mse_fold:4,estimated_mse_kfold:4,estimated_mse_sklearn:4,esubex:[],eta0:[6,11],eta:[1,2,6,10,11],eta_:11,eta_t:11,eta_v:[1,2],etc:[0,1,2,3,5,6,7,9,10,11,13,14,16],ethic:13,etsim:4,euclidean:[0,1],evalu:[1,3,4,7,11,16],evalut:11,even:[0,1,2,3,4,6,7,8,9,10,11,13,14,16],event:[3,5,8],eventu:[3,4,9,10,11,17],everi:[0,1,2,3,4,7,8,9,10,11,13,16],everyth:10,everywher:11,evolv:1,exact:[1,3,9,10,11,14,16],exactli:[1,4,10,13],examin:4,exampl:[3,9,10,11,13,14,15,18],exce:[2,10,11],excel:[0,1,2,3,8,18],except:[3,4,6,7,16],excess:1,excit:1,exclud:[2,4,10],exclus:[1,2,4,16],execut:[3,11],exemplifi:11,exercis:[3,13,15],exhaust:4,exhibit:[1,3,4,6],exist:[0,1,2,3,4,5,6,7,11,14,18],exit:[3,14,16],exp:[1,2,3,4,5,6,8,9,10,11,16],exp_term:2,expand:[3,5,9,11],expans:[1,3,6,8,10,11],expect:[1,2,3,4,5,9,10,11,13],expectation_value_of_h_wrt_p:16,expens:[4,8,11,16],experi:[1,2,4,6,11,13],experiment:[1,4,7,16],expert:[2,7],explain:[0,1,4,7,8,9,11,16],explained_variance_ratio_:9,explanatori:1,explicit:[1,4,11,14],explicitli:[0,1],explod:2,exploit:[1,10,11],explor:[2,4,6,11,13],expon:2,exponenti:[1,2,3,4,8,11],export_graphviz:7,export_text:7,exporttext:7,expos:13,express:[1,3,4,5,8,10,11,14,16],exptmean:16,exptvari:16,extend:[3,5,9,11,13],extens:[1,10,13],extent:[1,2,4,18],extern:[4,7],extra:[2,3],extract:[1,3,4,5,6,9,11,14],extrapol:1,extrem:[0,1,2,3,4,5,6,7,11,14],extremum:11,extrins:9,eye:[0,1,3,4,11,14],f11:1,f12:1,f13:1,f1_grad:11,f1d:11,f2_grad_x1:11,f2_grad_x1_analyt:11,f2_grad_x2:11,f2_grad_x2_analyt:11,f3_grad:11,f3_grad_analyt:11,f4_grad:11,f4_grad_analyt:11,f5_grad:11,f6_grad_analyt:11,f6d7a289d493:14,f7_grad:11,f7_grad_analyt:11,f8_grad:11,f9_altern:11,f9_alternative_grad:11,f9_grad:11,f_0:8,f_1:[8,11],f_2:[10,11],f_3:10,f_d:16,f_grad:11,f_grad_analyt:11,f_i:[4,10],f_m:8,face:11,facecolor:[4,6,16],facil:[1,13],facilit:10,fact:[1,2,3,7,9,10,11],factor:[1,2,3,4,7,8,9,11,14,16],factori:11,fade:4,fafab0:[7,8],fail:[1,4,5,6,9,11,17],failur:5,fairli:[0,2,16],fall:[6,7,15],fals:[0,1,2,3,4,5,7,8],famili:[1,5,6,16],familiar:[1,3,4,6,13,14,16],famou:[4,10,14],far:[0,1,3,4,6,9,10,11,16],fashion:[1,7,8],fast:[2,4,8,10,11,13,16],faster:[2,9],fastest:11,favor:5,favorit:16,fe5b9d300cc0:4,featur:[1,2,3,4,5,6,8,9,10,11,13,16],feature_nam:[1,2,5,7],feautur:7,fed:2,feed:[1,9,13,15],feed_forward:2,feed_forward_out:2,feed_forward_train:2,feedforward:[2,10],feel:[0,1,3,4,9,11,13,17],feet:1,fetch:4,few:[0,2,3,7,12,16],fewer:[1,7,9],ffnn:[2,10],field:[1,4,10,13],fifth:[1,4],fig:[0,1,2,4,5,10,11],fig_id:[1,4,5,7],figaxi:16,figsiz:[1,2,4,5,6,7,8],figur:[0,1,2,3,4,5,6,7,8,10,11,13],figure_id:[1,4,5,7],figurefil:[1,4,5,7],file:[1,2,3,4,5,6,7,14,16],filenam:[1,16],filenotfounderror:[],fileout:16,fill:[3,7],financ:1,find:[0,1,2,3,4,5,6,7,8,9,10,11,13,16],fine:[0,1],finit:[3,4,10,11,16],first:[0,1,2,3,4,5,6,7,8,9,11,14,15,16,18],firsteigvector:9,fit:[2,3,4,5,6,7,9,10,11,16],fit_beta:4,fit_intercept:[1,3,4],fit_mod:7,fit_transform:[1,4,6,7,9],fiti:1,five:[1,7],fix:[1,4,8,9,10,11],fixedformatt:4,fixedloc:4,fkkt:3,flag:0,flat:[10,11],flatten:[2,3],flexibl:[1,2,4,6,8,10],float32:7,float64:[1,14],flop:[3,14],flow:[2,10],fluctuat:3,fly:9,flyvbjerg:16,fmesh:11,focu:[1,3,4,13,18],focus:[2,4,5,14],fold:[4,7],folder:[1,4],follow:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,17,18],font:[1,5,16],fontdict:16,fontsiz:[2,4,6,7,8,16],fontweight:2,foral:6,forc:[1,3,4,8,9],forecast:10,forelesningsvideo:15,forest:[1,2,7,13,15],forget:9,form:[1,3,4,5,6,7,9,10,11,13,14,16],formal:[0,16],format:[1,2,4,5,6,7,8,9,13,16,18],formatstrformatt:[4,11],formul:[0,4,9],formula:[11,16],forth:10,fortran2003:13,fortran90:16,fortran:[1,13,14],fortun:[1,9],forward:[1,4,13,14,15],found:[2,3,4,10,11],foundat:13,four:[3,4,6,10,14,15],fourier:1,fourth:10,frac:[0,1,2,3,4,5,6,7,8,9,10,11,14,16],fraction:7,frame:5,framework:[2,6,8,16],frank:[3,9],frankefunct:[3,4,9],free:[1,4,9,11,13,14,16,17,18],freecodecamp:13,freedom:3,freeli:1,frequenc:[4,5,16],frequent:[1,6,7,11],frequentist:13,fresh:8,fret:0,fridai:15,friedman:[4,15,18],frodo:[],from:[0,1,2,4,5,6,7,9,11,13,14,15,16,17,18],from_cod:7,front:[1,3],fruit:0,fstream:16,fulfil:[3,10],full:[1,2,3,5,7,8,11,16],full_matric:3,fulli:[4,10,15,16],fun:[11,13],func:[],functionali:9,fundament:[1,4,13],further:7,furthermor:[1,3,4,5,9,10,11,13],futur:[1,6,7],futurewarn:1,fys:[15,17],g_1:8,g_2:8,g_m:8,gain:[0,2,3,7,8,11],galleri:1,gamge:[],gamma1:6,gamma2:6,gamma:[1,6,7,8,9,11],gamma_0:8,gamma_1:8,gamma_1x:8,gamma_:1,gamma_i:[1,6,16],gamma_j:11,gamma_k:11,gamma_m:8,gamma_x:1,gap:[3,4,6],gate:10,gather:[1,2,10],gaug:10,gaussbacksub:14,gaussian:[0,3,4,6],gaussian_point:0,gaussian_rbf:6,gave:11,gbc:15,gca:[4,6,11],gd_clf:8,gdclassiffiercgain:8,gdclassiffierconfus:8,gdclassiffierroc:8,gdm:11,gdregress:8,gemv:3,gen:16,gender:1,gener:[0,1,2,3,4,6,8,9,10,11,14,18],generallay:10,generate_simple_clustering_dataset:0,genom:13,geodes:9,geometr:[1,11],geometri:3,georg:18,geotif:4,geq:[3,6,7,11],geron:[1,15,18],get:[0,1,2,3,4,5,7,8,9,11,13,14,16],get_distances_to_clust:0,get_dummi:7,get_split:7,get_yaxi:6,get_yticklabel:4,getattr:[],getsolutionslic:3,gibb:13,gini:8,gini_index:7,git:[1,13],github:[1,4,13,15,18],gitlab:[1,13],give:[0,1,2,3,4,5,6,7,8,10,11,13,15,16,18],given:[0,1,2,3,4,5,6,7,8,9,10,11,14,16],glare:0,global:[4,5,11,16],glorot:2,gmail:17,goal:[1,5,7],goe:[0,1,2,3,4,11,14],going:[1,2,3,4,6,7,9,10,11],golden:11,gone:3,gong:2,good:[0,2,3,4,7,8,9,11,13,15,16,18],goodfellow:[15,18],googl:[0,2,13],got:[2,4],gov:4,gpu:2,grad:11,grad_analyt:11,grade:15,gradient:[1,5,6,7,10,13,15],gradientboostingclassifi:8,gradientboostingregressor:8,gradual:[0,2],grai:4,graph:[2,7,9,10,11],graph_from_dot_data:7,graphic:[1,2,7],grasp:1,gray_r:2,great:[3,11],greater:[2,5,16],greatli:11,greedi:7,green:[1,7,16],grid:[2,4,5,6,10,16],grossli:11,ground:1,group:[0,1,4,5,7,13,15],groupbi:1,grow:[2,7,8],growth:1,guarante:[1,11,16],guess:[0,2,8,11],guestrin:8,guid:2,h21:15,h_1:11,h_2:11,h_m:8,habit:1,had:[1,2,4,5,11],hadamard:[2,10],half:[2,6,7],halv:8,hand:[1,2,3,9,10,11,13,14,15,16,18],handl:[1,2,3,7,9,13],handle_unknown:7,handsid:10,handwrit:10,handwritten:[2,3],happen:[0,2,3,4,8,11,16],hard:[2,5,6,8,11],hardcopi:13,harder:[1,2],has:[0,1,2,3,4,5,6,7,8,9,10,11,14,16],hasn:[1,2],hassl:[1,13],hast:13,hasti:[0,1,4,15,18],hat:[2,3,4,5,7,8,9,10,11,14,16],have:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16],haven:2,hdf5:[],head:[1,8,16],header:1,heads_proba:8,health:1,hear:1,heart:[1,5],heatmap:[1,2,5],heavili:1,heavisid:2,height:[2,4],held:11,help:[0,1,2,10,11],helper:0,henc:[1,3,4,6,7,8,10,11],her:5,here:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,18],hereaft:[1,6,10],hermitian:14,hessenberg:14,hessian:[1,3,11],heterogen:[7,8],hidden:[2,10],hidden_bia:2,hidden_bias_gradi:2,hidden_layer_s:[1,2],hidden_weight:2,hidden_weights_gradi:2,hierarch:[0,3],high:[0,1,2,3,4,7,8,9,11,13,14],higher:[1,2,3,4,6,11],highest:2,highli:[1,8,13,14,16,18],highwai:1,hing:6,hint:11,hip:13,hire:1,his:5,hist:[4,5,16],histogram:[1,4,5,16],histor:[5,9],histori:10,histplot:1,histtyp:[],hitherto:3,hjorth:17,hobbi:16,hoc:3,hoff:18,hold:[0,2,4,11,16],holder:1,home:1,homework:[4,11],homogen:[2,7,8,11],hopefulli:[1,9,16],horizont:9,hors:5,hot:[2,7],hour:[2,13,15,16,17],how:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18],howev:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16],hspace:[1,6,8,16],hstack:2,htf:15,html:[5,9,13,15,18],http:[4,5,9,11,13,14,15,18],huang:1,huber:1,huge:[2,13],human:[1,2,4,7,10],humid:7,hundr:2,hungri:2,hybrid:15,hydrogen:1,hyperbol:[2,10],hyperparam:6,hyperparamet:[0,3,4,7],hyperplan:9,i_1:[3,4],i_2:[3,4],ian:18,idea:[1,2,4,7,8,10,11,14,16],ideal:[0,1,4,6,11,16],idem:4,ident:[3,4,10,11,14],identical:3,identifi:[0,1,2,5,6,7,9,10,11],idum:16,ieor:16,ifi:18,ifs:13,ignor:[1,2,7],iii:14,ijca2016907841:0,illustr:[0,3,5,8,10,11,13],imag:[2,4,7,9,10,18],image_path:[1,4,5,7],imageio:4,imagin:2,immedi:[1,4,13],implement:[0,1,3,4,6,7,8,9,10,11],impli:[3,4,5,11,14],implicitli:[9,16],impos:[1,4,9,10],imposs:[1,3],impress:[1,10],improv:[0,1,3,7,8,9,11],impur:7,imread:4,imshow:[2,4],in3050:18,in4080:18,in4300:18,in5400:18,inaccur:11,inact:10,inadequ:1,inch:4,includ:[1,2,3,4,5,9,10,11,13,16,17,18],include_bia:[4,7],incom:10,inconsist:[],incorrect:2,incoveni:6,increas:[1,2,3,4,5,6,7,9,10,11,16],increasingli:16,ind:4,inde:[1,3,4],indent:16,indentationerror:16,independ:[1,3,4,5,6,10,11,16],index:[0,1,2,8,13,16,18],index_col:1,indic:[1,2,3,4,7,8,9,11],indispens:4,individu:[2,4,5,8,10,16],indu:1,indx:14,ineffici:[0,11],inequ:6,inequaltii:11,inertia:11,inf1000:13,inf1100:13,inf1100l:13,inf1110:13,inf3000:18,inf4490:18,inf5860:18,inf:1,infeas:7,infer:[1,2,4,18],inferenc:2,infil:[1,4,5,7],infin:[3,4,5,9],infinitesim:16,influenc:[4,8],influenti:2,info:[],inform:[0,1,2,4,7,9,10,11,14,18],infti:[4,11,16],ingeni:11,ingredi:[1,7],inher:4,inherit:14,initi:[0,1,2,4,8,11,14,16],initialis:16,inject:0,inlin:[0,1,2,3,4,5,6,7,8,9,10,11,14,16],inner:11,innov:18,inplac:11,input:[0,1,2,3,4,5,6,7,8,10,11,14,16],input_dim:2,inputs:2,inputs_shuffl:[1,2],insert:[3,4,6,8,16],insid:[1,5],insight:[1,2,3,13,18],insist:[4,11],inspir:[1,2,10,18],instal:[1,2,3,4,7],instanc:[1,2,4,7,9,11],instanti:8,instead:[0,1,2,3,4,6,7,9,11,14,16],institut:2,instruct:[1,2],int32:8,int64:1,int_0:16,int_:[4,16],int_a:16,intak:1,integ:[0,2,11,14,16],integer_vector:2,integr:[4,16],intellig:[0,1,18],intend:8,intens:2,intention:0,interact:[1,4,7,10,13],intercept:[1,4,6,9,11],intercept_:[1,4,6,7,11],interchang:[3,10,14],interconnect:2,interest:[1,2,3,4,5,6,7,10,13,15,16],interfac:[1,2,14],interior:[1,7],intermedi:14,intern:[2,8,10],interpol:[2,4,10],interpr:3,interpret:[1,2,4,7,8,10,11,14,16],interv:[1,3,4,5,11,16],intial:11,intimid:[],intract:1,intrins:[9,14,16],intro:[13,18],introduc:[1,2,3,4,6,8,10,11,14,16],introduct:[2,11,15,18],introductori:[1,14,18],intuit:[1,3,4,6,10,11],inv:[1,3,11],invalid:[2,6,14],invalu:[1,11,13],invari:2,invd:3,inver:6,invers:[1,4,11],invers_period:16,inverse_transform:6,invert:[1,3,5,8],invok:[1,6],involv:[1,4,5,9,10],iomanip:16,ios:16,iostream:16,ipca:9,ipynb:13,ipython:[0,1,2,3,4,5,6,7,8,9,11,13,14,16],irani:0,iri:[6,7],irreduc:4,irrelev:3,irrespect:1,isbox:11,isinst:11,isn:3,isnul:1,isomap:9,issu:[2,7,14],it_arrai:11,item:[1,11],items:14,iter:[0,1,2,4,5,6,9,11,16],itr:3,its:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,18],itself:[3,4,10,16],j_lasso_sk:4,j_ridge_sk:4,j_sk:4,jackknavg:16,jackknif:[4,13],jackknstd:16,jackknvar:16,jackknvec:16,jacobian:11,jargon:16,jensen:17,jerom:18,job:[6,8],join:[1,4,5,7],joint:3,journal:16,judg:11,judgement:4,julia:[13,14],jump:[0,16],jupyt:[0,1,13,18],just:[0,1,2,3,4,5,6,7,8,9,10,11,16],justif:1,justifi:8,k_mean:0,kaggl:4,kappa_d:16,karim:17,karlsen:17,karush:6,keep:[0,1,2,3,4,9,11,14],keepdim:[2,4,8],kei:[1,2,4,10,18],kept:0,kera:[1,13,15],kernel:[1,2,13],kernel_regular:2,kernelpca:9,kev:1,kevin:18,keyword:14,kfold:4,kick:[2,11],kilomet:4,kind:[0,1,6,10,11],kjm:13,kkt:[3,6],kktsolver:3,kmeanspoint:0,kn_k:0,know:[0,1,2,3,4,6,11,13,16],knowledg:[1,13],known:[2,3,4,5,6,7,10,14,16,18],kondev:1,kpca:9,kroneck:0,kuhn:6,kwarg:11,kwown:1,l1_l2:2,l1regl:3,l1regls_mosek2:3,l1regls_mosek:3,l_1:5,l_2:[5,11],l_j:10,la_i:10,la_k:10,lab:[13,15],label:[0,1,2,3,4,5,6,7,8,10,11,13,14,16],labelencod:[5,8],labels:[4,6,7],labels_shuffl:[1,2],labor:0,laboratori:15,lack:[0,1],lagrang:[6,9],lambda:[1,2,3,4,5,6,8,10,11,16],lambda_0:9,lambda_1:[3,6,9],lambda_2:[6,9],lambda_:9,lambda_i:[6,9],lambda_iy_i:6,lambda_jy_iy_j:6,lambda_k:6,lambda_n:[3,6],lamda:2,lamdbda:3,land:[1,6],landmark:6,landscap:11,langl:[1,4,9,16],languag:[1,2,6,13,14,18],lapack:[3,14],laplac:3,laptop:13,larg:[1,2,3,4,6,7,8,9,11,13,14,16,18],larger:[1,3,4,6,8,9,11,16],largest:[6,9],lasso:[1,5,13,15],lasso_sk:4,last:[0,1,2,3,4,5,6,7,8,10,11,14,15,16],later:[0,1,2,5,6,10,11,13,16],latex:[],latter:[1,3,4,5,6,9,11,14,15,16],lattic:10,law:1,layer:[1,11],lbfg:[5,7,8,9],lbl:[],lcc:[3,4],lda:9,ldot:[1,4,9,16],lead:[1,2,3,4,5,6,7,8,9,10,11,14,16],leaf:7,leaki:2,lear:11,learn:[3,4,5,6,7,8,10,14,15,18],learner:8,learning_r:[6,8],learning_rate_init:[1,2],learning_schedul:11,least:[0,1,5,6,8,9,13,14,15,16],leav:[1,2,3,4,7,9],lectur:[1,2,3,8,9,10,11,13,14,15,18],lecturenot:[13,18],lectureseptember10:15,lectureseptember16firstpart:15,lectureseptember16secondpart:15,lectureseptember17:15,lectureseptember23:15,lectureseptember2:15,lectureseptember3:15,lectureseptember9:15,lecturethursdayaugust26:15,lecturethursdayaugust27:15,left:[1,2,3,4,5,6,7,8,9,10,11,14,16],leftarrow:[6,10],legend:[1,3,4,5,6,7,8,11],len:[0,1,2,3,4,6,7,8,9,10,14,16],length:[1,2,6,7,11,13,16],leq:[0,1,3,5,6,11,16],less:[1,2,3,4,6,7,16],lessen:2,let:[0,1,2,3,4,5,6,7,8,9,10,11,14,16],letter:[1,14,16],level:[1,2,3,4,7,13,14,15],lib:[1,2,4,5,6,9,11],liblinear:[6,8],librari:[1,2,3,4,7,8,9,14,16,18],licens:[1,2,13],lie:[1,4,9,16],lies:[6,9],life:[1,2,6,10],lifetim:11,lift:0,light:[],like:[0,1,2,3,4,5,7,8,9,10,11,13,14,16],likelihood:[1,2,3,7],lim_:16,limit:[1,3,4,5,6,9,10,14],lin_clf:6,lin_model:1,lin_reg:7,linalg:[1,3,4,6,9,11,14,16],line1:6,line2:6,line2d:11,line3:6,line:[1,2,4,6,9,11,14,16],linear:[2,3,4,5,7,8,9,10,13,15,16],linear_model:[1,3,4,5,6,7,8,9,11],linear_regress:4,linearli:3,linearloc:[4,11],linearregress:[1,4,5,7],linearsvc:6,liner:2,linerar:8,linewidth:[1,4,6,7,8],link:[1,7,10,13],linlag:3,linpack:14,linreg:1,linspac:[1,4,6,7,8,11,14,16],linu:17,linuek:17,linux:[1,2,13],liquid:1,list:[0,1,2,3,7,13],listedcolormap:[7,8],literatur:[0,2,5,18],littl:[2,7,10],live:6,lle:1,lloyd:0,lmb:[3,4],lmbd:[1,2],lmbd_val:[1,2],lmbda:11,load:[1,2,4,5,7,8],load_boston:1,load_breast_canc:[2,5,7,8,9],load_digit:2,load_iri:[6,7],loc:[1,4,5,6,7,8],local:[1,2,5,10,11],locat:6,log10:[3,4],log:[1,2,3,4,5,7,8,9,11,14],log_:1,log_clf:8,logarithm:[1,3,5,14],logic:[1,2,7],logist:[1,2,6,7,8,9,10,11,13,15],logisticregress:[5,7,8,9],logit:5,logreg:[5,7,8,9],logspac:[1,2,3,4],longer:[0,6,8,14,16],longest:0,loocv:4,look:[0,1,2,3,4,5,6,7,8,9,11,14,16],loop:[0,2,4,8,10,13,14,16],lose:2,loss:[1,2,3,4,5,6,8,9,11,14],lot:[0,1,2,4],low:[1,4,7,8,9,16],lower:[1,2,4,7,8,14],lowercas:14,lowest:[7,11,16],lstat:1,lstsq:1,lubksb:14,ludcmp:14,lux:14,lvert:2,m_1:0,m_h:1,m_k:0,m_l:10,m_n:1,m_p:1,m_t:11,machin:[2,3,4,5,7,8,9,10,14,15,18],machinelearn:[4,13,15,18],mackai:18,made:[1,2,3,4,5,7,9,10],mae:1,magic:0,magnitud:[2,4,5,11],mai:[1,2,3,4,5,6,7,9,10,11,13,14,16],mail:15,main:[1,2,3,4,5,7,14,18],mainli:[1,3,4,5,7],maintain:4,major:[2,4,7,8,11,14],make:[0,2,3,4,5,6,9,10,11,13,14,16,18],make_axes_locat:4,make_moon:[6,7,8],make_pipelin:[1,4,8],make_vjp:11,makedir:[1,4,5,7],makeplot:1,malcondit:14,malign:[2,5,7],mammographi:3,manag:[1,13],manhattan:0,mani:[0,1,2,3,4,5,6,7,9,11,12,13,14,16,18],manifold:9,manual:[0,4],map:[0,1,2,4,5,6,9,10,16],margin:[1,3,6],marit:1,mark:[],marker:[1,5,14],markov:13,marsaglia:16,mask:16,mass:[1,2,3,11],massag:1,masses2016:1,masses2016ol:1,masses2016tre:1,masseval2016:1,master:[4,15],mat1100:13,mat1110:13,mat1120:13,mat3155:15,mat4155:15,mat:13,match:[0,2,3,11],materi:[3,5,14],math:[0,5,10,11,14,16,18],mathbb:[0,1,3,4,5,6,9,10,11,14,16],mathbf:[1,3,4,5,6,11,14,16],mathcal:[2,3,4,5,11],mathemat:[0,1,4,9,10,11,13,14,16,18],mathemati:[],mathemt:[],mathrm:[0,1,2,3,4,5,6,7,8,9,10,11,16],matmul:[2,3],matnat:[15,17,18],matplotlib:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16],matric:[1,2,4,5,6,9,11,13,14],matrix:[1,4,5,6,8,11],matshow:2,matter:11,max:[1,2,7,8,10,11],max_depth:[1,7,8],max_it:[1,2,5,6,9,11],max_iter:0,max_leaf_nod:8,max_sampl:8,maxdegre:[1,4,8],maxdepth:8,maxim:[2,3,5,6,9],maximum:[0,1,2,3,5,6,7,8,11],maxpolydegre:[3,4],mbox:[3,4],mcculloch:10,mcint:16,mcintsqr2:16,mean:[2,3,4,5,7,8,9,10,11,13,14,15],mean_absolute_error:1,mean_divisor:0,mean_i:16,mean_matrix:0,mean_squared_error:[1,4,5,8],mean_squared_log_error:1,mean_vector:0,mean_x:16,meaning:[1,5],meansquarederror:1,meant:[5,8,11],meantempvec:16,meanvec:16,measur:[0,1,2,3,4,7,9,10,16],mechan:[1,16],median:1,medicin:10,medium:[6,11],medv:1,meet:[1,17],mehta:1,memori:[9,10,11,14],mention:[0,1,10,11,16],mere:1,mersienn:16,meshgrid:[3,4,6,7,8,9],messag:[3,11],met:[1,6],meteorolog:7,meter:4,method:[0,1,2,3,5,6,9,10,13,14,15,18],metion:4,metric:[0,1,2,4,5,7,8],metropoli:13,mev:[1,16],mglearn:13,mgrid:11,mhjensen:[1,2,4,5,6,9],microsoft:18,mid:2,midpoint:7,might:[1,2,4,7,11],mild:7,miller:16,millimet:4,million:1,mimic:10,min:[1,3,6,7],min_:[0,1,3],min_samples_leaf:7,mind:[0,1,4,11],mine:13,mini:[2,9,10,11],minibatch:[2,9,11],minibathc:11,minim:[0,1,2,3,4,5,6,7,8,9,10,11,16],minima:[1,2,5,11],minimum:[1,2,4,6,7,9,11],minkowski:0,minmaxscal:1,minor:16,minst:2,minu:5,mirror:7,misc:4,misclassif:[6,7,8],misclassifi:[6,8],miser:1,mismatch:2,miss:[1,8],mit:18,mix:2,mixtur:11,mkdir:[1,4,5,7],mlab:16,mle:[3,5],mlp:2,mlpclassifi:2,mlpregressor:1,mnist:[2,9],mod:16,mode:[15,16],model:[0,3,5,6,7,8,9,11,13,16,18],model_select:[1,2,3,4,5,7,8,9],moder:8,modern:[1,4,5,13],modif:[10,11],modifi:[1,2,3,5,6,8,10,11],modul:[1,4,5,7,8,9,11,14],modular:16,modulenotfounderror:7,modulo:16,moe:[3,9],moment:[3,4,11],monitor:11,monoton:[3,10,16],mont:[1,4,13,16,18],montecarlocycl:16,moor:[3,4],more:[1,2,3,5,6,7,8,9,10,11,13,15,16],moreov:1,morten:17,mosek:3,most:[0,1,2,3,4,5,6,7,8,9,10,11,13,15,16],mostli:[2,9],motion:[1,11],motiv:2,move:[0,1,3,4,5,7,10,11,16],mp4:15,mpl:[1,5],mpl_toolkit:[4,11],mplot3d:[4,11],mplregressor:2,mse:[1,3,4,7,8],mse_simpletre:8,mselassopredict:3,mselassotrain:3,mseownridgepredict:4,msepredict:3,mseridgepredict:[3,4],msetrain:3,msg:1,msle:1,mt19937_64:16,mu0:16,mu1:16,mu2:16,mu_1:4,mu_:[4,16],mu_i:4,mu_j:4,mu_n:9,mu_x:16,much:[1,2,3,4,6,7,8,9,10,11,14,16],mul:3,multi:[1,2,5,13],multiclass:[2,5],multidimension:[9,10],multilay:2,multinomi:5,multipl:[3,4,5,10,11,16],multipli:[3,4,9,11,14,16],multiplum:6,multitud:[],multivari:[1,8,9,13,16],multivariate_norm:[0,9],murphi:[9,18],must:[0,2,3,4,6,8,10,11,16],mutat:5,mutual:[2,4,11],mx_:16,myriad:[1,13],mz1:16,mz2:16,n_0:[10,16],n_b:16,n_boostrap:[4,8],n_bootstrap:4,n_categori:2,n_cluster:0,n_compon:9,n_epoch:11,n_estim:8,n_featur:2,n_hidden_neuron:[1,2],n_i:16,n_input:[1,2],n_instanc:7,n_iter_i:[5,9],n_job:8,n_k:0,n_l:[10,16],n_layer:2,n_m:7,n_neuron:2,n_neurons_layer1:2,n_neurons_layer2:2,n_point:0,n_sampl:[0,4,6,7,8],n_split:4,nabla:[2,11],nabla_:11,nabla_w:11,nag:11,naimi:1,naiv:[0,5],nall:1,name:[0,1,2,3,4,5,6,7,8,10,11,13,14,17],nameerror:[4,8],namespac:16,narrow:11,nary_f:11,nary_op_arg:11,nary_op_kwarg:11,nary_oper:11,nation:[2,3],nativ:13,natur:[1,2,6,7,10,11,16,18],navier:10,nb_:14,nbconvert:[],nboot:16,ndarrai:4,nearest:[2,4,9],nearli:11,neat:[],neccesari:4,necessari:[0,1,2,6],necessarili:[1,9,16],necesserali:3,neck:5,need:[0,1,2,3,4,6,7,8,9,10,11,14,16],neg:[1,2,3,4,5,8,11,16],neg_mean_squared_error:4,neglect:16,neglig:16,neighbor:[4,9],neither:11,neq:[0,11,16],nervou:10,nest:[7,10],nesterov:11,net:10,netlib:14,network:[1,7,11,13,15,18],neural:[1,5,11,13,15,18],neural_network:[1,2],neuralnetwork:2,neuron:[2,10],neutral:1,neutron:1,never:[2,4,7,16],new_box:11,new_hobbit:[],new_root:11,new_sig:[],new_trac:11,newaxi:[1,4,7],newli:1,newton:[2,5,6,11,16],next:[0,1,2,3,4,6,7,11,16],next_guess:11,nian:17,nice:[0,1,2,3,9],nichola:17,nicholaskarlsen1102:17,niter:11,nitric:1,nlambda:[3,4],nm_n:1,nmse:4,nn_model:2,node:[2,7,8,10],nois:[1,3,4,6,7,8,11],noisi:[2,4],non:[0,1,2,3,4,5,7,8,9,10,11,14,16],none:[0,1,2,3,7,8,11,16],nonetheless:0,nonlinear:[4,6,7,9,10],nonneg:[4,7,11],nonparametr:4,nonsens:16,nonsingular:14,nonumb:[5,6,11,14],nor:[2,11],norm:[1,2,3,4,6,9,11],normal:[3,4,5,6,7,8,9,10,11,13,14],normali:14,normpdf:[],norwai:4,notat:[0,1,3,4,11,16],note:[0,1,2,3,4,5,6,9,10,11,13,14,15,16,18],notebook:[0,1,2,7,13],noth:[0,2,3,6,10,16],notic:[3,10,11,14,16],novel:[4,8],novemb:2,now:[0,1,3,4,5,6,8,9,10,11,14,16],nowadai:[1,2,7,13],nox:1,np_assign_points_to_clust:0,np_get_distances_to_clust:0,np_k_mean:0,nsampl:4,nspin:16,nthi:1,ntrained_model:4,nuclear:3,nuclei:[1,16],nucleon:1,nucleu:1,num_tre:8,number:[0,2,3,4,5,6,7,8,9,10,11,14,15,17],numberid:5,numer:[1,3,4,7,8,9,10,11,13,14,18],numpi:[0,1,2,3,4,5,6,7,8,9,10,11,13,16],nunmpi:3,nx_test:4,nx_train:4,nx_train_mean:4,ny_pr:4,ny_train:4,ny_train_mean:4,obei:[4,9,11],object:[1,2,3,4,6,8,11,14],objsens:3,obliqu:3,observ:[0,2,3,4,5,6,7,8,9,10,11],obtain:[0,1,2,3,4,5,6,7,8,10,11,14,16],obviou:[3,4,9,16],obviouli:1,obvious:[1,3,4,14],occupi:1,occur:[1,4,6,7,16],odd:[1,5],oen:1,off:[2,3,7,11,16],offend:[],offer:[4,9,13,14,15],offic:17,offici:15,ofil:16,ofstream:16,often:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16],ofter:14,old:[2,3,8,11],ols_sk:4,ols_svd:4,olsbeta:3,omega:4,omit:[1,3],onc:[0,2,4,7,9,11,16],one:[0,1,2,3,4,5,6,7,8,9,11,13,14,16],onehot:2,onehot_vector:2,onehotencod:7,ones:[1,3,4,6,7,8,9,11,14],onli:[0,1,2,3,4,5,6,7,8,9,10,11,14,16],onlin:[9,15],onto:[3,9],open:[1,2,4,5,7,13,15,16],oper:[1,2,3,4,8,9,10,11,13,14,16],operation:16,opinion:0,oplu:16,opmiz:11,opportun:1,oppos:[4,11],opposit:[2,3,6],opt:[1,2,3,4,5,6,9,11],optim:[0,1,3,4,5,7,8,9,15],optimis:2,option:[1,2,3,4,5,6,9],optmiz:[2,6],orang:1,order:[1,2,3,4,5,6,7,8,9,10,11,14,16],ordinari:[1,5,9,11,13,15],oreilli:18,org:[5,9,13,14,18],organ:[0,4,5,8,14],orient:[2,3,16],origin:[1,3,4,6,9,10,11,14,16],orthogn:3,orthogon:[1,3,4,6,9,11,14],orthonorm:3,oscar:2,oscil:11,oslo:[1,15,17],osx:[1,13],other:[0,1,2,3,4,5,6,8,11,13,14,15,18],otherwis:[1,2,5,11],ouput:[3,5,10],our:[2,4,5,6,7,8,10,13,14,15],ourmodel:1,ourselv:[0,1,3,4,6,9,11],out:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16],out_fil:7,outcom:[1,5,7,8,10,16],outdoor:7,outer:[4,10],outfilenam:16,outlier:[1,6],outlin:[4,8,9],outlook:7,outperform:8,output:[1,2,3,4,5,6,7,8,10,11,14],output_bia:2,output_bias_gradi:2,output_weight:2,output_weights_gradi:2,outputlayer1:10,outputlayer2:10,over1:11,over:[0,1,2,3,4,7,8,10,11,16],overal:[2,8],overcast:7,overcom:[10,11],overdetermin:1,overfit:[1,2,4,7,8,11],overflow:[2,3],overhead:10,overlap:[5,6,7],overlin:[0,1,3,4,7,8,9,14],overst:1,overview:[0,18],own:[3,4,6,10,11,13,14],owner:1,ownridgebeta:4,oxid:1,oyvinssc:17,p_i:[3,16],p_j:16,p_n:16,p_x:16,pack:1,packag:[1,2,3,4,5,6,9,11,13,16],page:[1,13],pai:[1,2,7,11],painless:[],pair:[1,7,13,16],panda:[1,3,4,5,7,9,13],panel:[],paper:2,paradigm:1,parallel:[8,14],paramet:[1,2,3,4,5,6,7,8,10,11,16],parameter:[1,4,8],parametr:[1,4],paramt:3,park:16,part:[0,1,2,3,4,8,14,15,16,18],partial:[1,2,3,4,5,6,8,9,10,11,16],particip:[13,15],particl:[1,11,16],particular:[1,2,3,4,7,8,9,10,11,16,18],particularli:[3,4,6,9,11,16],partit:[2,7],partli:4,pass:[0,10,16],past:[8,16],patch:[4,16],path:[1,4,5,7,13],patient:5,pattern:[1,10,15,18],pauli:1,pca:[1,5,13,15],pcost:3,pdf:[1,3,4,7,18],pedagog:1,penal:4,penalti:[4,11],penros:[3,4],pentagon:11,peopl:[1,2,7,13],per:[1,2,4,15],percentag:[1,8,9],perceptron:[1,2,5],peregrin:[],perfect:[1,2],perfectli:4,perform:[0,1,3,4,6,8,9,10,11,13,14,16],perhap:[1,3,11],perimet:2,period:2,permut:9,persist:11,person:[3,4,5,15,17],perspect:18,pertin:10,petal:[6,7],peter:18,petersen:16,phantom:16,phase:[4,10],phatak:0,phenomena:16,phi:6,phi_k:6,philip:17,philosophi:11,phone:17,phrase:1,physic:[1,2,5,10,11,16,17,18],pick:[0,2,7,8,9,11,16],pickl:2,pictur:1,pie:13,piec:[0,9],pillow:[1,13],pinv:[3,4],pip3:[1,2],pip:[1,2,13],pipelin:[1,4,6,8],pippin:[],pise:0,pitfal:4,pitt:10,pixel:2,pixel_height:2,pixel_width:2,place:[1,4,6,11,14],plai:[1,3,4,6,9,13],plain:[6,8,10,11],plan:[4,7,17,18],plane:[6,7],plateau:[3,16],platform:13,plausibl:10,pleas:[1,5,9,11],plenti:2,plethora:10,plot:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16],plot_confusion_matrix:[5,8],plot_count:4,plot_cumulative_gain:[5,8],plot_data:2,plot_dataset:6,plot_decision_boundari:[7,8],plot_import:8,plot_predict:6,plot_regression_predict:7,plot_roc:[5,8],plot_surfac:[4,11],plot_train:7,plot_tre:[7,8],plt:[0,1,2,3,4,5,6,7,8,9,10,11,14,16],plu:[1,3,5],png:[1,4,5,7],point:[0,1,2,3,4,5,6,7,8,9,11,14,16,17],points_in_clust:0,poisson:13,poli:[4,6],poly100_kernel_svm_clf:6,poly3:1,poly3_plot:1,poly3dcollect:11,poly_featur:[6,7],poly_features10:7,poly_fit10:7,poly_fit:7,poly_kernel_svm_clf:6,polydegre:[1,3,4,8],polygon:11,polym:10,polynomi:[1,3,4,5,6,7,8,9],polynomial_featur:4,polynomial_svm_clf:6,polynomialfeatur:[1,4,6,7],polytrop:[1,4],poor:[2,11],poorli:1,popul:[1,3],popular:[1,2,4,5,6,7,9,10,13,14,16],popularli:1,portabl:8,portion:[9,11],pose:[1,3,4,9,16],posit:[0,1,2,3,5,6,8,9,11,14,16],possibl:[1,2,3,4,5,6,7,8,9,10,11,13,14,16,17],posterior:3,postpon:1,postul:3,potenti:[1,3,4,10,11],potr:3,potrf:3,pott:10,power:[1,2,3,4,6,7,10],practic:[1,3,4,5,6,15,16],practition:[1,2],pre:3,preced:[2,9,10,16],preceq:6,precis:[1,3,9,11,14,16],pred:4,predicit:1,predict:[1,2,3,4,5,6,7,8,13,18],predict_prob:2,predict_proba:[5,8],predictor:[1,3,4,5,7,8,9],prefer:[1,2,4,6,7,9,13],prepar:[1,4],preprocess:[1,4,5,6,7,8,9],prerequisit:1,presenc:11,present:[1,3,4,7,10,11,15,16],preserv:9,press:[11,18],pretrain:2,pretti:[1,6,7,13],prev_centroid:0,prevent:[11,16],previou:[1,2,3,4,6,8,9,10,11,14,16],previous:[0,7,8,16],price:[1,7,11],primal:6,primari:[1,5],primarili:0,prime:16,princip:[1,3,5,13,15],principl:[0,1,4,5,6],print:[0,1,2,3,4,5,6,7,8,9,11,14,16],print_funct:[6,7],printout:1,prior:[1,3,4],privat:1,prob:[2,16],probabilist:[1,18],probabl:[1,2,4,5,8,11,13,15],problem:[1,3,4,5,6,7,8,9,10,13,14,15,16],proce:[1,3,4,6,7,8,9,11,14],procedur:[3,4,6,8,9,11],proceed:14,process:[0,1,4,7,8,10,11,13,14,16,18],prod:18,prod_:[2,3,5],produc:[0,1,3,4,7,8,9,10,11,13,14,16],product:[1,2,3,4,5,6,10,11,13,14],profess:1,profil:0,program:[0,1,2,3,4,6,10,13,14,15,16],programm:14,progress:[0,2],progression_plot:0,prohibit:4,project1:4,project:[1,2,3,9,11,13,15,16,17],project_root_dir:[1,4,5,7],promin:10,promis:6,prone:7,pronounc:[11,13],proof:[1,9,10,11],prop:[],proper:[1,4],properli:[0,2,4,6,8,11],properti:[1,2,10,11,14],proport:[1,2,3,7,9,11,16],propos:[2,4,8],propto:[3,11],proton:1,prove:11,provid:[1,2,3,4,6,7,8,10,11,13,14,16,18],proxi:[2,11],prun:0,prune:7,pseudoinv:3,pseudoinvers:[3,4],pseudorandom:[4,16],psycholog:1,ptratio:1,punish:[1,2],pure:[7,16],purest:7,puriti:7,purpos:[0,1,8,10],put:2,putarow:3,putboundslic:3,putclist:3,putobjsens:3,putqobj:3,pycod:[],pydata:13,pydot:7,pyhton2:[],pylab:[1,5],pypi:13,pyplot:[0,1,2,3,4,5,6,7,8,9,10,11,14,16],pythagora:[0,3],python2:1,python3:[1,2,4,5,6,9,11,13],python:[2,3,4,6,9,10,11,15],pytorch:[1,13],qquad:[9,11,14],quad:[2,11,14],quadrat:[1,3,6,7,11],qualit:[7,16],qualiti:[1,7,13],quantifi:2,quantil:8,quantit:[1,4,7],quantiti:[0,1,3,4,5,7,8,9,10,14,16],quantum:10,quartil:1,quench:3,queri:7,question:[1,3,4,7,9,10,11],quick:16,quickli:[2,7,9,11],quirk:0,quit:[2,3,4,7,8,10],quot:16,r2_score:1,r2score:1,r_1:7,r_2:7,r_j:7,r_m:7,rad:1,radial:[1,6,10],radioact:16,radiu:[1,2],rain:7,rais:11,ramp:2,ran1:16,ran2:16,ran3:16,rand:[1,3,4,7,8,11,14,16],rand_max:16,randint:[4,7,11],randn:[1,2,3,4,7,9,11],random:[0,1,2,3,4,6,7,11,13,14,15],random_devic:16,random_forest_model:8,random_index:11,random_indic:2,random_st:[1,5,6,7,8,9],randomforestclassifi:8,randomli:[0,2,4,7,11,16],randomnumbergener:16,rang:[0,1,2,3,4,5,7,8,9,10,11,14,16],rangl:[1,4,9,16],rangle_x:16,rank:3,raphson:[2,6,11],rapidli:1,rare:2,rate:[1,2,6,7,8,10,11],rather:[1,2,3,4,5,6,7,8,9,10,11,14,16],ratio:[5,7,8,9],rational:1,ravel:[3,4,5,6,7,8,9,11],raw:16,rbf:[6,9,10],rbf_kernel_svm_clf:6,rbf_pca:9,rcond:1,rcparam:[1,2,5,6,7,8,16],reach:[0,1,2,3,4,5,7,8,9,10,11,16],read:[0,1,3,4,5,6,9,10,14,15,16,18],read_csv:[1,4,5,7],read_fwf:1,readabl:0,reader:[1,4,14,16],readi:[0,1,2,3,4,6,8,9,10,14],readili:2,real:[1,2,5,8,9,10,11,14],realist:6,realiti:16,realiz:[2,10],realli:[1,2],rearrang:11,reason:[0,1,2,8,11,18],reassign:2,recal:[3,4,7,8,9,10,14,16],recalcul:16,receiv:[2,8,10,16],recent:[1,4,7,8,11],recept:10,recip:[1,4,5,14],reciproc:3,recogn:[1,3,8],recognit:[1,2,10,15,18],recommend:[1,3,4,6,11,13,14,15,16,18],reconsid:7,reconstruct:9,record:[8,15],recreat:16,rectangl:[7,11],rectangular:3,rectifi:[2,10],recur:[1,13],recurr:[1,2,13,15],recurs:[7,13,14],recycl:16,red:[1,4,6,7],redefin:[1,8],reduc:[2,3,4,7,8,9,11],reduct:[1,8,9,13,16],refer:[0,1,2,3,4,5,9,10,11,14,18],refin:10,refit:4,reflect:[1,2,3,16],refresh:[13,15],reg:[8,9],regard:[2,7,11],regardless:10,region:[4,7,10],regist:[4,16],reglasso:3,regr_1:[1,7],regr_2:[1,7],regr_3:[1,7],regress:[2,6,9,10,13,15],regressor:[1,5,8],regridg:[3,4],regular:[1,3,4,5,7,11],reilli:[1,18],reinforc:[1,6,13],reiter:2,rel:[1,4,5,7,10,11,16],relat:[0,1,2,3,9,11,14,16],relationship:[1,7],relativeerror:1,releas:[2,13],relev:[1,2,3,5,9,13,15,16],reli:[1,4,6],reliabl:[5,16],remain:[2,4,10,14,16],remaind:16,remark:2,rememb:[1,6,11,14],remind:[1,3,9,11,14,16],remov:[1,3,4],render:1,reorder:[3,5],reorgan:1,repeat:[0,1,2,3,4,7,8,9,11,14,16],repeated:1,repeatedli:[4,8,11,16],repetit:[4,15],rephras:11,replac:[0,1,2,3,4,8,10,11],replica:4,repositori:1,repres:[1,2,3,4,5,6,7,8,10,11,16],represent:[1,2,4,16],reproduc:[1,3,4,7,10,13,16],repuls:1,request:1,requir:[1,2,3,4,6,7,9,10,11,14],resaml:4,resampl:[1,5,8,13,15,16],rescal:[1,9,10],rescu:3,reseach:4,research:[1,13,18],resembl:[4,16],reserv:[2,3,4,16],reset:16,reshap:[0,1,2,4,6,7,8],residenti:1,residu:[1,3,11],resiz:3,respect:[0,1,2,3,4,5,6,8,9,10,11,16],respond:10,respons:[1,5,7,10],rest:[1,3],restat:[1,10],restrict:[1,7,10],result:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16],ret:[],retail:1,retain:[3,4],return_data:0,return_x_i:7,reus:[2,4],reveal:[1,10],revers:2,review:[13,14,15],revisit:0,reward:1,rewrit:[1,3,4,5,6,8,9,10,11,14,16],rewritten:[4,6,8,16],rewrot:11,rgoj5yh7evk:13,rho:[1,8],rho_1:8,rho_2:8,rho_m:8,rhs:[3,4],rich:1,rid:0,ride:7,rideclass:7,ridedata:7,ridg:[1,5,9,11,13,15],ridge_sk:4,ridgebeta:3,right:[1,2,3,4,5,6,7,8,10,11,14,16],rightarrow:[1,2,3,4,6,9,10,11,16],rigor:1,ring:4,rise:1,risk:[1,11],river:1,rmse:1,rmsporp:11,rmsprop:[2,11],rnd_clf:8,rnn:[10,15],rntrick1:16,rntrick2:16,rntrick3:16,rntrick4:16,robert:18,robust:1,robustscal:1,roc:8,role:[1,3,4,6,13],roll:4,room:[1,17],root:[1,3,7,11,16],rot:[],rotat:[2,6,7,8],rotation_matrix:7,roughli:2,round:[1,5,7,11],routin:[11,14],row:[1,2,3,4,5,7,9,14],rrr:3,rthe:3,rug:11,rule:[1,2,3,4,11],run:[0,1,2,3,4,6,7,9,11,13],runtim:[0,2,4],runtimewarn:[2,4],rust:[1,13,14],rvert:2,rvert_2:2,rwidth:[],s_1:4,s_i:[4,5],s_j:4,s_k:4,saddl:11,safe:16,sai:[0,1,2,3,4,5,6,7,8,9,10,14,16],said:[4,7,11],sake:[1,3,5,9],sale:1,sam:[],same:[0,1,2,3,4,6,7,9,10,11,14,16],samm:8,sampl:[0,1,2,3,4,5,6,7,8,11,13,14],sample_vari:0,sampleexptvari:16,samwis:[],sanitize_sequ:[],sastri:9,satisfactori:1,satisfi:[2,4,6,11,14,16],satur:[2,4],save:[1,4,5,7],save_fig:[1,4,5,7,8],savefig:[1,4,5,7,16],saw:3,scalabl:8,scalar:[3,4,8,11],scale:[1,2,3,4,5,6,7,8,9,10,11,13,17],scaler:[1,5,6,7,8,9],scan:[3,5],scari:3,scatter:[0,1,2,4,5,6,7],scenario:[4,11],schedul:11,scheme:[2,11],schrage:16,scienc:[1,2,8,10,11,13,15,16,18],scientif:[1,13],scientist:[0,1],scikit:[3,4,5,6,7,8,11,13,14,15,18],scikitlearn:[],scikitplot:[5,8],scipi:[1,3,4,11,13,14],scl:4,score:[1,2,4,5,7,8,9,17],scores_kfold:4,scratch:2,sdg:11,seaborn:[1,2,4,5],seamless:[1,13],search:[1,2,3,7,11],sec:4,second:[0,1,3,4,5,6,7,9,10,11,13,14,15,16],secondeigvector:9,secondli:10,section:[0,9,12,14,15,16],sector:1,see:[0,1,2,3,4,5,6,8,9,10,11,13,14,15,16],seed:[0,1,2,3,4,6,7,9,11,16],seek:[2,6],seem:2,seemingli:1,seen:[1,2,3,8,10,16],segment:11,seismic:4,seldomli:1,select:[2,3,4,6,7,8,9,15,18],self:[2,3,16,18],semest:[5,15],semi:[6,11],semilogx:4,send:[3,10,11,17],senior:15,sens:[1,4,6],sensit:[1,3,4,7,11],sentenc:10,separ:[0,1,2,4,6,7,10,13,16],sequenc:[0,5,7,8,10,11,13,14,16],sequenti:[2,8,10,16],seri:[1,2,3,4,8,9,10,11,14,15],serif:[1,5,16],serv:[1,2,3,5,11,18],session:[2,15],set:[0,2,3,4,5,6,8,9,11,13,14,16],set_:[],set_label:[],set_major_formatt:4,set_major_loc:4,set_stream:3,set_tick:[2,6],set_ticklabel:2,set_titl:[0,1,2,5,10],set_xlabel:[1,2,5,10],set_xlim:[5,10],set_xticklabel:2,set_ylabel:[1,2,5],set_ylim:[5,10],set_ytick:5,set_yticklabel:[2,4],set_zlim:4,setiosflag:16,setminu:4,setosa:[6,7],setosa_or_versicolor:6,setp:4,setprecis:16,setse:3,setup:[2,3,4,6,13],setw:16,sever:[1,3,4,5,6,7,9,10,11,13,14,15,16],sgd:[2,11],sgd_clf:6,sgdclassifi:6,sgdreg:11,sgdregressor:11,sgn:3,shallow:11,shape:[0,1,2,3,4,5,6,7,8,9,11,14],share:2,she:5,shift:[2,4,10,16],shire:[],shortcom:11,shorter:16,shorthand:[],shortli:14,should:[0,1,3,4,6,7,9,10,11,14],show:[0,1,2,3,4,5,6,7,8,9,10,11,14,16],shown:[1,3,5,6,9,10,11,16],showpoint:16,shrink:[3,4,6,9],shrinkag:[3,4],shrunk:9,shuffl:[1,2,4,11],side:[1,3,6,10,11,14],sigh:13,sigma0:16,sigma1:16,sigma2:16,sigma:[1,2,3,4,5,8,9,10,11,14,16],sigma_0:3,sigma_1:3,sigma_2:3,sigma_:[3,14,16],sigma_fn:[5,10],sigma_i:[1,3],sigma_j:3,sigma_m:[4,16],sigma_n:[9,16],sigma_t:11,sigma_x:16,sigmoid:[2,5,6,8,10],sigmundson:[4,17],sign:[2,5,6,8,16],signal:[2,8,10],signific:2,significantli:[2,11,16],sim:[3,4,11,16],similar:[0,1,2,3,4,5,6,7,8,9,11,13,14],similarli:[1,2,3,6,8,16],simpl:[0,2,3,4,5,6,8,9,10,13,14],simplepredict:8,simpler:[0,1,2,3,4,11,13],simplest:[0,1,2,7,8,10],simpletre:8,simpli:[1,2,3,4,6,7,8,9,10,13,14,16],simplic:[0,3,4,5,6,7,8,9,10],simplicti:3,simplifi:[1,4,7,13],simplist:[4,16],simul:[4,16],simultan:4,sin:[1,2,7,10,11,14],sinc:[1,2,3,4,5,6,7,8,9,11,14,16,18],sine:10,singl:[1,2,3,4,5,6,7,10,11,14,16],singular:[1,4,11,14,15],site:[1,2,4,5,6,9,11,15],situat:[1,3,5,11],six:16,size:[1,2,3,4,6,7,8,9,11,14,16],sketch:8,ski:7,skill:1,skip:9,skl:[1,4],sklearn:[1,2,3,4,5,6,7,8,9,11],skplt:[5,8],slack:6,slice:14,slide:[1,16],slight:[4,11],slightli:[2,3,4,5,8,16],slope:[6,9,10],slow:[1,6,11],slower:[3,14],slowli:10,slp:2,small:[0,1,2,3,4,6,7,8,9,10,11,13,14,16],smaller:[1,2,3,4,6,7,9,11,16],smallest:[0,1],smallest_row_index:0,smart:[],smooth:[1,4,11],sne:9,sneak:[],sns:[1,2,4,5],soar:4,social:1,soft:[2,5,8,10],soften:6,softmax:5,softwar:[1,6,13,14,15],sol:6,sole:[1,4],solid:[1,5],solitem:3,soltyp:3,solut:[1,2,3,4,6,8,9,11,14,16],solutionsummari:3,solv:[1,2,3,4,6,8,9,10,11,14],solver:[3,5,6,7,8,9,14],some:[0,1,2,3,4,5,6,7,8,9,10,14,15,16],some_model:4,someth:[1,2,5,7,9,16],sometim:[0,1,2,9,10,11],soon:14,sophist:1,sopt:11,sort:[3,4,7,9,16],sound:3,sourc:[0,1,2,4,13,14,16],space:[0,1,2,3,6,7,9,10,11,16],span:[1,3,7,9,14],spare:2,spars:[3,4,14],sparse_mtx:14,sparsiti:8,spatial:[2,10],spdiag:3,speak:16,special:[4,5,8,10,11,14,16],specif:[1,2,3,4,5,6,7,9,10,13,14,16],specifi:[0,1,3,4,5,7,9,11,16],specifici:[1,8],spectral:2,speech:[1,2,10],speed:[2,11],spend:16,sphere:1,spin:4,spite:1,spline:6,split:[0,2,3,4,6,7,8,9,16],splite:1,splitter:[2,8],spmatrix:3,spontan:16,spread:[1,9,16],springer:18,spuriou:11,sqquar:3,sqrt:[1,3,4,6,8,9,11,16],squar:[0,2,5,6,7,9,11,13,14,15,16],squarederror:8,squaredeuclidean:0,squash:10,srand:16,srtm:4,srtm_data_norway_1:4,stabil:3,stabl:[1,3,4,5,7,9,13],stack:[],stage:[3,11],stai:[1,3,9],stand:[1,3,7,10],standadscal:4,standard:[1,2,3,4,5,6,8,10,14],standardscal:[1,4,5,6,7,8,9],stanford:11,start:[0,1,2,3,4,6,7,8,9,10,11,14,15,16],start_box:11,start_nod:11,start_tim:0,startpoint:16,stat:4,state:[0,2,3,4,5,6,8,9,10,11,13,16],statement:[1,5,14],statis:[],statist:[0,1,2,5,7,8,9,10,11,14,15,18],statu:[1,5,9],stavang:4,std:[1,4,16],stdev:16,stdout:3,steep:11,step:[0,1,2,4,5,7,8,9,10,11,14,16],step_fn:[5,10],step_length:11,steps_list:7,stian:17,still:[3,4,9,11,16],stimuli:10,stk2100:18,stk3155:15,stk4021:18,stk4051:18,stk4155:15,stk5000:18,stk:18,stochast:[1,2,3,4,6,9,10],stoke:10,stone:[1,5],stop:[0,2,5,7,9,11,16],storag:3,store:[1,2,4,9,11,16],str:2,straight:[1,4,6,11],straightforward:[1,3,4,6,7,8,11,14],strategi:[1,2,7],stratifi:4,streamtyp:3,strength:[0,1,3],stretch:9,strict:[6,11],strictli:[6,11],strike:4,string:[2,16],stroke:5,strong:[4,7,8,10,16],strongli:[1,6,13,14],stronli:1,structur:[0,1,2,4,7,8,10,13],stuck:[2,11],student:[1,15,17,18],studi:[0,1,3,4,5,6,9,10,11,13,18],studier:[15,18],style:[1,5,7],sub:[7,10],subarg:11,subdivid:[1,14],subfield:1,subject:[3,4,6,16],subplot:[0,1,2,4,5,6,7,8],subplots_adjust:[6,16],subprogram:14,subract:1,subroutin:1,subscript:2,subsequ:[2,3,4,10,14,16],subset:[2,4,7,10,11,13],subspac:[1,6,9],substanti:[7,8],substep:9,substitut:[4,10,14],subsubset:7,subtask:4,subtl:2,subtract:[1,3,4,9,11,14,16],subtre:7,subval:11,succeed:1,success:[5,7,11,16],successfulli:7,sucess:16,sudo:[1,13],suffer:[1,2,3,8],suffici:[2,4,6,9,11],suggest:[2,11,18],suit:[6,10],suitabl:[1,16],sum:[0,1,2,3,4,5,6,7,8,9,10,11,16],sum_:[0,1,2,3,4,5,6,7,8,9,10,11,14,16],sum_i:[3,4,6,11],sum_j:4,sum_k:[4,6,10,14],summar:[0,3,4,7],summari:[0,2,8,15],summat:[],sunni:7,superscript:[2,10],supervis:[1,3,4,5,7,10,13],supplement:5,support:[1,2,7,8,9,11,13,15],suppos:[1,3,4,5,6,8,9,10,11,14],suppress:[3,11],sure:[2,4],surf:4,surfac:[1,4],surpass:4,surpris:1,surround:13,survei:[1,3,4],svc:[6,7,8],svd:[1,4,9,15],svdinv:3,svm:[6,7,8,9],svm_clf:[6,8],swath:3,symbol:[2,3,9,11,13,16],symmeteri:2,symmetr:[1,3,6,9,10,11,14],symmetri:4,sympi:[1,13],synonim:16,syntax:[2,11,14],syntaxerror:[2,6,14],syrk:3,sys:[3,11],system:[1,2,3,4,5,7,8,10,11,13,14,18],systemat:[4,16],t_0:[7,11],t_1:11,t_b:8,t_i:[2,10],t_j:[3,10],t_k:7,tabl:[7,16,17],tabul:1,tabular:[],tackl:0,tag:[0,3,4,5,10,11,14,16],taht:1,tail:16,tailor:[6,9],taiwan:1,take:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16],taken:[1,2,4,8,11,14],tangent:[2,10,11],tanh:[2,5,6,10],target:[1,2,3,4,5,6,7,8,9,10],target_nam:7,task:[0,1,2,3,4,7,9,10],tau:[3,16],tax:1,taylor:11,taylornr:11,team:2,teaser:1,technic:[0,1,3,4],techniqu:[1,2,6,8,11,13,15,16,18],technolog:[1,2],tek5040:18,tell:[1,4,8,9,11,16],temp1:2,temp2:2,temp:2,temperatur:[1,7],temporarili:2,ten:[],tend:[0,3,4,6,7,8,10,11],tendenc:1,tension:4,tensorflow:[0,1,6,13,14,15,18],term1:[3,4,9],term2:[3,4,9],term3:[3,4,9],term4:[3,4,9],term:[0,1,2,3,4,5,6,7,8,9,10,11,16],termin:[1,3,7,8,11],terrain1:4,terrain:4,test:[3,4,5,6,7,8,11,16],test_accuraci:2,test_data:0,test_error:4,test_ind:4,test_pr:2,test_predict:2,test_scor:[5,8],test_siz:[1,2,3,4,8],test_split:7,tester:[],testerror:[1,4],text:[1,2,3,6,7,9,11,14,16,18],textual:7,textur:2,than:[1,2,3,4,5,7,8,9,10,11,13,16],thank:4,thats:0,theano:[2,13],thei:[0,1,2,3,4,5,6,7,9,10,11,14,16],them:[1,2,4,6,7,8,9,10,11,14],theme:1,themselv:[1,16],thenc:4,theorem:[4,5],theoret:[1,8],theori:[1,2,6,7,10,11,13,15,18],thereaft:[1,3,4,9,10,14],therebi:[1,3,5,9,16],therefor:[1,2,4,5,6,9,11,16],therein:9,thereof:[1,4,11],theta:[2,11,16],theta_:[2,11],theta_i:2,theta_k:16,theta_linreg:11,theta_t:11,thi:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18],thing:[0,1,2,3,5,7,16],think:[0,1,2,4,7,10,11,16],third:[1,4,11],thirti:5,thorough:0,those:[0,3,4,6,7,8,9,14,15],though:[2,14,16],thought:[0,4,16],thousand:[1,2],three:[1,2,3,4,6,7,10,14,15,17],threshold:[2,7,8,9,10,11],through:[0,1,2,3,4,6,9,10,11,13,14,16],throughout:[0,1,3,13,14,16],thu:[1,2,3,4,5,6,8,9,10,11,16,17],thumb:[1,4],thursdai:15,tibshirani:[4,15,18],tick_param:4,ticker:[4,11,16],tif:4,tight_layout:[2,5],tightli:9,tild:[1,3,4,9,16],till:[1,5,6,7,8,10,14],time:[0,1,2,3,4,5,6,7,8,9,10,11,14,15,16],timefunct:16,tini:2,tip:12,titl:[1,2,4,5,6,7,8,11,16],tmp:11,to_categor:2,to_categorical_numpi:2,to_numer:[1,4],to_str:16,togeth:[1,4,6,9],toi:0,told:11,toler:[0,4],tomographi:10,too:[1,3,4,7,9,11,16,18],took:6,tool:[0,1,2,4,11,13,16],toolbox:6,top:[1,3,4,7,8,13],topic:[0,1,3,4,5,6,13,15,18],topolog:[2,10],toss:8,total:[0,1,2,4,5,6,8,9,10,11,16,17],totalclustervari:0,totalscatt:0,totalvari:16,toward:[2,5,10,11],town:1,tpng:7,tqdm:4,trace:11,trace_stack:11,traceback:[4,7,8,11],tracer:11,track:[0,11,14],tract:1,tractabl:1,trade:[3,7],tradeoff:[1,3,15],tradit:[1,2,4],train:[3,4,6,7,8,9,10,11],train_accuraci:[1,2],train_end:[1,2],train_error:4,train_ind:4,train_pr:2,train_siz:[1,2],train_test_split:[1,2,3,4,5,7,8,9],train_test_split_numpi:[1,2],trained_model:4,trainerror:1,trainingerror:4,trait:1,tran:3,transfer:7,transform:[1,3,4,5,6,7,8,9,10,11,13,14],transit:[4,10],translat:[2,4,8],transpos:[2,3,9],travers:[1,3],treat:[1,2,4,10,11,16],tree:[1,2,4,13,15],tree_clf:[7,8],tree_clf_:7,tree_clf_sr:7,tree_reg1:7,tree_reg2:7,tree_reg:7,trend:16,trevor:18,tri:[7,11],triain:1,trial:[1,4,11,16],triangl:11,triangular:14,trick:[6,9,11,16],trickier:16,tridiagon:14,trillion:13,trivial:[1,2,3,9,16],troubl:[1,6,10],true_beta:4,true_divid:2,true_fun:4,tucker:6,tumor:[5,7],tumour:5,tunabl:2,tune:[7,11,14],tupl:11,turn:[1,2,3,4,5,6,7,8,9,10,11,14,16],tutori:2,tweak:[2,8,16],twice:11,twist:9,twister:16,two:[0,1,2,3,4,5,7,8,9,10,11,14,15,16,18],tx_1:11,type:[1,2,4,6,8,11,14,16],typeerror:11,typic:[1,2,3,5,7,8,10,11,16],u_i:10,u_m:8,ubuntu:[1,13],uci:1,uio:[15,17,18],unari:14,unary_f:11,unary_oper:11,unbalanc:[4,7],unbias:[1,3,4,16],uncent:4,uncertainti:[1,3],uncertitud:16,unchang:2,uncorrel:8,undefin:3,under:[1,2,3,4,8,11,13],underdetermin:1,underfit:[2,4],underflowproblem:3,undergo:3,undergradu:15,underli:[1,2,7,11,16],underset:0,understand:[0,1,2,3,4,8,11,13],understood:[0,6,11],undesir:6,undetermin:[3,6],unexpect:[4,16],unexpected:16,unfair:4,unfortun:[2,6,7,8],unicode_liter:[6,7],uniform:[1,2,3,4,9,11],uniform_real_distribut:16,uniformli:[11,16],unifrompdf:16,unimport:11,union:[3,4],uniqu:[0,1,4,11,14],unique_cluster_label:0,unit:[1,2,3,8,10,16],unitari:[3,4,14],unitarili:14,uniti:16,univari:16,univers:[1,2,11,15,17],unix:2,unknow:[1,14],unknown:[1,2,3,4,6,8,14],unknowwn:10,unlabel:2,unless:[1,4,9,11],unlik:[2,6,11,16],unnecessarili:7,unravel:2,unrol:9,unseen:[1,5,7],unstabl:2,unsupervis:[1,2,10,13,15],unsymmetr:14,until:[0,2,7,10,11,16],untouch:1,unusu:10,updat:[0,2,8,10,11],upload:[13,18],upon:[2,4,9,14],upper:[1,6,7,14],uppercas:[14,16],ups:[],usag:[1,6,13,16],usd10000:1,usd:1,use:[0,1,3,4,5,6,7,8,9,10,11,13,14,15],usecol:1,used:[0,1,2,3,4,6,7,8,9,10,11,13,14,16,18],useful:[1,2,3,4,5,7,9,10,11,13,14,16,18],useless:2,user:[1,2,4,5,6,9,13,14],userwarn:4,uses:[1,2,3,4,7,9,10,14,16],usetex:16,usg:4,using:[0,2,3,4,5,6,7,8,9,10,11,14],usr:16,usual:[0,1,5,10,11],util:[0,2,4,5,8],v_0:9,valid:[1,2,5,7,8,11,13,15,16],valu:[0,1,2,4,5,6,7,8,10,11,13,14,15],valuat:7,valueerror:[],van:1,vandenbergh:[6,11],vandermond:1,vanilla:[1,4,9],vanish:[2,11,16],var_x:16,varabl:6,varepsilon:[3,4],varepsilon_:[3,4],varepsilon_i:[3,4],vari:[1,2,3,4,8],variabl:[0,1,2,3,4,5,6,8,9,10,11,14],varianc:[0,1,2,3,5,7,8,9,11,13,14,15],variance_i:[3,9],variance_x:[3,9],variant:[1,2,4,6,10,11],variat:9,varieti:[1,10,13],variou:[2,3,4,5,6,7,9,10,11,13,14,16],vartempvec:16,varvec:16,vaue:2,vault:1,vdot:11,vec:[4,16],vector:[0,1,2,3,4,5,7,8,9,11,13,15],vector_mean:0,ventur:[1,6,13],verbos:2,veri:[0,1,2,3,4,5,6,7,8,9,10,11,16,18],verifi:[9,14],versatil:6,versicolor:[6,7],version:[0,1,8,11,13,14,16],versu:2,vert:[1,2,3,4,5,6,7,9,11],vert_1:[3,4],vert_2:[3,4,9],vertic:[],via:[1,3,4,5,6,7,8,9,10,13,14,15,16],vidal:9,video:[1,2,10,13,15],view:[2,3,4,10,11,15,16,18],violat:6,virginica:7,viridi:[1,2],virtual:2,viscos:11,viscou:11,vision:1,visual:[1,9,10,13],visualis:2,viz:[4,6,16],vjp:11,vjpnode:11,vmax:[2,4],vmc:16,vmin:[2,4],volum:1,vote:8,voting_clf:8,votingclassifi:8,votingsimpl:8,vrtx:15,vspace:11,vstack:[3,9,14,16],w_1:[6,14],w_1x_1:6,w_1x_:6,w_2:[6,14],w_2x_2:6,w_2x_:6,w_3:14,w_4:14,w_i:[2,8],w_ix_i:10,w_j:14,w_m:14,w_px_:6,w_px_p:6,wai:[0,1,2,3,4,5,6,8,9,10,11,12,14,16],walk:7,walker:16,wang:1,want:[0,1,2,3,4,6,7,8,9,10,11,13,16],warn:[1,2,6],warrant:4,watch:13,wavelet:6,weak:[0,7,8],weather:[2,10],web:[13,15],webpag:15,websit:[4,14,15],wedg:[6,16],wednesdai:15,wee:9,week:[3,4,5],weekli:[13,18],weight:[1,2,4,5,7,8,10,11,16],welcom:[6,13],well:[1,2,3,4,5,6,7,8,10,11,13,14,15,16,18],went:6,were:[0,1,2,3,4,5,6,8,9,10,16],wessel:1,what:[0,2,3,4,5,6,7,8,9,10,11,13,14,15],when:[0,1,2,3,4,5,6,7,8,9,10,11,14,16],whenev:[11,16],where:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16,17],wherea:[4,16],wherein:[2,10],whether:[1,3,5,7,16],which:[0,1,3,4,5,6,7,8,9,10,11,13,14,15,17],whichev:2,white:7,who:[1,15],whole:[0,2,3,7,9],whose:[1,4,8,16],whow:[3,9],why:[1,2,4,11],wide:[1,2,4,5,10,13,14],widehat:4,width:[1,6,7],wieringen:1,win:8,wind:7,wing:17,wiothout:4,wiscons:5,wisconsin:8,wisdom:4,wise:[1,2,3,10,11],wish:[0,1,3,5,6,9,11,14],with_std:1,wither:4,within:[0,1,5,7,10,11,16,18],withinclust:0,without:[1,2,3,4,6,7,9,10,11],won:1,wonder:6,word:[0,1,2,3,4,16],work:[0,1,2,4,5,6,7,11,13,15,16],world:[1,6],worldwid:1,wors:[1,2,4],worth:7,would:[1,2,3,4,5,6,7,8,9,10,11,14,16],wrap:[4,14,15],wrap_util:11,write:[1,2,3,4,5,6,10,11,12,14,15,16],written:[1,3,9,10,11,13,14,16],wrong:[2,6],wrongli:[8,16],wrote:[3,9],wrt:8,wth:8,www:[13,14,15,18],wx_1:6,x0s:6,x1_exampl:6,x1d:6,x1s:[6,7,8],x2d:[6,9],x2d_train:9,x2dsl:9,x2s:[6,7,8],x3s:6,x_0:[1,3,9,14],x_1:[1,3,4,5,6,7,8,9,11,14,16],x_2:[1,3,4,5,6,7,8,9,11,14,16],x_3:[6,14,16],x_4:14,x_center:9,x_data:2,x_data_ful:2,x_i:[0,1,2,3,4,5,6,7,8,9,10,11,14,16],x_ix_:1,x_iy_i:6,x_j:[1,6,7,10,16],x_jy_j:6,x_k:[0,10,14,16],x_l:16,x_m:[4,10,14,16],x_n:[1,4,6,9,10,11,14,16],x_new:[7,8],x_offset:4,x_p:[5,7],x_poli:7,x_poly10:7,x_reduc:9,x_scale:6,x_test:[1,2,3,4,5,7,8,9],x_test_own:4,x_test_scal:[1,4,5,7,8,9],x_train:[1,2,3,4,5,7,8,9],x_train_mean:4,x_train_own:4,x_train_scal:[1,4,5,7,8,9],x_val:2,xarrai:13,xavier:2,xbnew:11,xcode:[1,13],xdclassiffierconfus:8,xdclassiffierroc:8,xg_clf:8,xgb:8,xgbclassifi:8,xgboost:7,xgboot:8,xgbregressor:8,xgparam:8,xgtree:8,xi_1:6,xi_:6,xi_i:6,xlabel:[1,2,3,4,5,6,7,8,11,16],xlim:[4,8],xmesh:11,xnew:[1,11],xpanda:1,xpd:[3,9],xplot:1,xscale:1,xsr:7,xt_x:11,xtest:4,xtick:[4,6,7],xtrain:4,xytext:6,y_0:[1,3,9,14],y_1:[1,3,6,7,9,11,14],y_1y_1:6,y_1y_1k:6,y_1y_2:6,y_1y_2k:6,y_1y_n:6,y_1y_nk:6,y_2:[1,3,6,7,9,14],y_2y_1:6,y_2y_1k:6,y_2y_2:6,y_2y_2k:6,y_3:[1,7,14],y_4:14,y_data:[1,2,3,4],y_data_ful:2,y_decis:6,y_fit:1,y_i:[1,2,3,4,5,6,7,8,9,10,11,14],y_if_:8,y_ix_:1,y_ix_i:[5,6,11],y_iy_jk:6,y_j:[4,6,10],y_k:10,y_m:14,y_model:[1,3,4],y_n:[6,11],y_ny_1:6,y_ny_1k:6,y_ny_2:6,y_ny_2k:6,y_ny_n:6,y_ny_nk:6,y_offset:4,y_plot:7,y_pred1:7,y_pred2:7,y_pred:[1,2,4,5,6,7,8],y_pred_rf:8,y_pred_tre:8,y_proba:[5,8],y_scaler:4,y_test:[1,2,3,4,5,7,8,9],y_test_onehot:2,y_test_predict:1,y_train:[1,2,3,4,5,7,8,9],y_train_mean:4,y_train_onehot:2,y_train_predict:1,y_train_scal:4,y_val:2,year:[1,13],yes:[4,5],yet:[1,2,4,6,9,11],yield:[0,1,3,4,6,8,10,11,14,16],ylabel:[1,2,3,4,5,6,7,8,11,16],ylim:4,ymesh:11,yoshua:[2,18],you:[0,1,2,3,4,6,7,8,9,11,13,14,16,18],young:1,your:[0,2,3,4,6,9,11,13,14,16],yourself:[9,11],youtub:13,ypred:4,ypredict2:11,ypredict:[1,11],ypredictlasso:3,ypredictol:3,ypredictown:4,ypredictownridg:4,ypredictridg:[3,4],ypredictskl:4,yridg:[],ytest:4,ytick:[4,6,7],ytild:[1,4],ytildelasso:3,ytildenp:1,ytildeol:3,ytildeownridg:4,ytilderidg:[3,4],ytrain:4,z_0:14,z_1:14,z_2:14,z_c:2,z_h:2,z_i:[2,10],z_j:[2,10],z_k:10,z_m:2,z_mod:7,z_o:2,zaman:16,zaxi:4,zero:[0,1,2,3,4,5,6,7,8,9,10,11,14,16],zip:[4,11],zm_h:1,zone:1},titles:["12. Clustering Analysis","3. Linear Regression","14. Building a Feed Forward Neural Network","4. Ridge and Lasso Regression","5. Resampling Methods","6. Logistic Regression","8. Support Vector Machines, overarching aims","9. Decision trees, overarching aims","10. Ensemble Methods: From a Single Tree to Many Trees and Extreme Boosting, Meet the Jungle of Methods","11. Basic ideas of the Principal Component Analysis (PCA)","13. Neural networks","7. Optimization, the central part of any Machine Learning algortithm","Content in Jupyter Book","Applied Data Analysis and Machine Learning, FYS-STK3155/4155 at the University of Oslo, Norway","2. Linear Algebra, Handling of Arrays and more Python Features","Teaching schedule with links to material","1. Elements of Probability Theory and Statistical Data Analysis","Teachers and Grading","Textbooks"],titleterms:{"2021":17,"4155":13,"case":[6,8,16],"final":10,"function":[1,2,4,5,6,8,9,10,11,16],"import":[3,14,16],And:[],Eye:8,FYS:13,Ising:4,OLS:[3,4],RMS:11,The:[0,1,2,3,4,5,6,7,9,10,13,16],Useful:13,Using:11,activ:[2,10],actual:16,adaboost:8,adam:11,adapt:8,adding:4,adjust:2,again:7,aim:[6,7],algebra:14,algorithm:[0,7,8,9,10],algortithm:11,all:6,analys:3,analysi:[0,1,3,4,9,13,16],ani:11,anoth:7,appli:13,approach:[1,6],approxim:10,architectur:2,arrai:14,assist:17,august:15,autocorrel:16,automat:11,back:[2,9,10],background:13,bag:8,base:11,basic:[0,1,3,5,7,8,9,14],batch:2,bay:3,befor:9,better:[6,16],bia:4,binari:2,binomi:16,bird:8,block:16,book:12,boost:8,bootstrap:[4,8,16],boston:1,breast:2,brief:[],bring:10,build:[2,7],calcul:16,cancer:[2,5,7,9],cart:7,central:[11,13,16],chain:10,chang:8,chi:1,choos:2,classic:9,classif:[2,7,8],classifi:6,clip:2,cluster:0,code:[0,1,2,3,7,9,10,16],collect:2,compar:8,complex:[1,4],complic:4,compon:9,comput:[7,16],con:7,concept:16,condit:[],conjug:11,content:12,continu:16,convex:[6,11],convolut:10,correl:[9,16],correspond:[],cost:[2,8],cours:[13,18],covari:[3,9,16],cross:4,cumul:16,cython:[],data:[1,2,4,5,7,9,13,16],dataset:2,decemb:15,decis:[7,8],decomposit:[3,9,14],deep:2,defin:2,definit:16,degre:1,demonstr:16,dens:1,deriv:[3,10],descent:[8,11],develop:2,deviat:16,diagon:9,dice:16,differ:6,differenti:11,dimension:6,disadvantag:7,discret:16,disguis:16,distribut:[3,16],doing:2,domain:16,down:2,dropout:2,economi:[],element:[1,16],elimin:14,ensembl:8,entropi:7,environ:1,equat:[1,10],error:[1,8],etc:[],evalu:2,event:16,exampl:[1,2,4,5,6,7,8,16],exercis:[1,4],expect:16,experi:16,explor:1,exponenti:16,express:[],extend:[],extrem:8,fall:17,famili:2,famou:16,fantast:[],featur:[7,14],feed:[2,10],fine:2,first:10,fit:[1,8],forest:8,forward:[2,10],frank:4,freedom:1,frequentist:1,fridai:[],from:[3,8,10],further:3,gaussian:[14,16],gener:[7,16],geometr:9,gini:7,good:1,grade:17,gradient:[2,8,11],handl:14,has:13,hessian:[],homework:[],hous:1,how:16,hyperparamet:2,hyperplan:6,id3:7,idea:[0,9],ideal:[],implement:[2,16],implic:3,improv:2,increment:9,index:7,inform:17,instal:13,instructor:17,interpret:[3,9],introduc:9,introduct:[1,4,13,14],invers:[3,14],iter:8,its:16,jackknif:16,julia:[],jungl:8,jupyt:12,kera:2,kernel:[6,9],lagrangian:6,lasso:[3,4],later:3,layer:[2,10],learn:[1,2,9,11,13],least:[3,4],level:8,librari:13,likelihood:5,limit:[2,11,16],linear:[1,6,11,14],link:[3,9,15,18],logist:5,loss:[],machin:[1,6,11,13],main:16,make:[1,7,8],mani:[8,10],materi:15,math:3,mathemat:[3,6],matric:3,matrix:[2,3,9,10,14,16],matter:1,mean:[0,1,16],meet:[3,8,16],mercer:6,mersenn:16,method:[4,7,8,11,16],mlp:10,model:[1,2,4,10],moment:16,momentum:11,moon:[6,7],more:[0,4,14],multilay:10,multipl:2,multipli:6,name:16,need:[],network:[2,5,10],neural:[2,10],newton:[],non:6,normal:[1,2,16],norwai:13,notat:10,novemb:15,now:[2,7],nuclear:1,nueral:5,numba:[],number:[1,16],numer:16,numpi:14,numpython:0,observ:16,obtain:9,octob:15,off:4,one:10,optim:[2,6,11,13],ordinari:[3,4],organ:1,oslo:[13,18],other:[7,9,10,16],our:[0,1,3,9,11,16],outcom:13,output:16,overarch:[1,6,7],overview:8,own:[0,1,8,9],packag:14,panda:[],part:[11,13],pass:2,pca:9,pdf:16,perceptron:10,perform:[2,7],period:16,perspect:2,poisson:16,practic:11,pre:2,preprocess:[],prerequisit:13,princip:9,pro:7,probabl:[3,16],problem:[2,11],procedur:7,process:2,program:11,project:4,prop:11,propag:[2,10],properti:[3,16],pseudo:16,python:[0,1,7,13,14,16],quick:6,ran0:16,random:[8,9,16],raphson:[],read:7,real:4,recip:16,recurr:10,reduc:1,regress:[1,3,4,5,7,8,11],regular:2,relev:18,relu:2,remind:[4,6],requir:13,resampl:4,rescal:4,revisit:11,ridg:[3,4],rng:16,rule:10,sampl:[9,16],schedul:15,schemat:7,scikit:[1,2,9],select:16,semest:17,sensit:[],septemb:15,set:[1,7,10],sgd:[],should:[2,16],simpl:[1,7,11,16],singl:8,singular:[3,9],situat:16,size:[],slightli:[],soft:6,softmax:2,softwar:[],solv:[],solver:11,some:11,split:1,squar:[1,3,4,8],standard:[11,16],state:1,statist:[3,4,13,16],steepest:[8,11],step:[],stk3155:13,stochast:[11,16],stop:[],supervis:2,support:6,svd:3,teach:[15,17],teacher:17,techniqu:[4,9],technolog:13,tensorflow:2,test:[1,2],textbook:18,than:[],theorem:[3,6,9,10,16],theori:16,three:16,tip:11,togeth:10,top:2,toss:16,toward:[0,9],trade:4,tradeoff:4,train:[1,2],tree:[7,8],tune:2,two:[6,13],type:10,uncorrel:16,understand:[],uniform:16,univers:[10,13,18],use:[2,16],used:5,using:[1,16],valid:4,valu:[3,9,16],variabl:16,varianc:[4,16],variou:1,vector:[6,10,14],view:[1,8],visual:[2,7],wai:7,week:15,weekli:15,what:[1,16],when:[],which:[2,16],why:16,wisconsin:5,write:[0,9],xgboost:8,your:[1,8]}}) \ No newline at end of file +Search.setIndex({docnames:["Clustering","chapter1","chapter10","chapter2","chapter3","chapter4","chapter5","chapter6","chapter7","chapter8","chapter9","chapteroptimization","content","intro","linalg","schedule","statistics","teachers","textbooks"],envversion:{"sphinx.domains.c":2,"sphinx.domains.changeset":1,"sphinx.domains.citation":1,"sphinx.domains.cpp":3,"sphinx.domains.index":1,"sphinx.domains.javascript":2,"sphinx.domains.math":2,"sphinx.domains.python":2,"sphinx.domains.rst":2,"sphinx.domains.std":1,"sphinx.ext.intersphinx":1,sphinx:56},filenames:["Clustering.ipynb","chapter1.ipynb","chapter10.ipynb","chapter2.ipynb","chapter3.ipynb","chapter4.ipynb","chapter5.ipynb","chapter6.ipynb","chapter7.ipynb","chapter8.ipynb","chapter9.ipynb","chapteroptimization.ipynb","content.md","intro.md","linalg.ipynb","schedule.md","statistics.ipynb","teachers.md","textbooks.md"],objects:{},objnames:{},objtypes:{},terms:{"000":2,"000000":[1,3,9],"00000000e":3,"0001":2,"00015921913736794912":7,"00019998":3,"00024087":3,"00029012":3,"00031535148309579146":4,"00031535148309581185":4,"0003451":3,"00034944":3,"00042089":3,"00050694":3,"00058016":4,"00060728":4,"00061058":3,"00062588":4,"00066668":4,"00068734":4,"00068970":4,"00073541":3,"00076495":4,"00076916":4,"000769847326055633":4,"0007698473260556339":4,"00078806":4,"00079968":3,"00084589":4,"00085887":4,"00087697":4,"00088573":3,"00092354":4,"00096314":3,"001":[2,6,11],"00100519":4,"0010479246398391328":4,"00105081":4,"00106677":3,"00107405":4,"00109273":[],"00111756":4,"0011526":4,"00115999":3,"00118170":4,"00128479":3,"001323":4,"00137982":4,"00139705":3,"00149311":4,"00149956":4,"0015":[],"00152117":4,"00154733":3,"00156372":4,"00168251":3,"00174276":4,"00175331":4,"00186347":3,"001880":3,"00200":6,"00202624":3,"00202756":4,"00217499":4,"00224413":3,"00228740":4,"0023548":4,"002381316302584886":4,"0023813163025848865":4,"00242998":4,"00243186":4,"0024401":3,"00247083e":1,"00249435":4,"00270244":3,"00274989":4,"00289724":4,"00293838":3,"00312361":4,"00315593":4,"0032153180657605086":4,"00323332":4,"0032542":3,"0032873138755776365":16,"003301":4,"0033955154592040936":4,"00353823":3,"0036237":4,"0036367":4,"00369758":4,"003704":1,"003717":1,"003759":1,"003774":1,"003788":1,"0038335":4,"00384936":[],"003909404072811237":4,"00391839":3,"0039987":4,"004":3,"004091940707753964":4,"00410387":4,"00410478":4,"0041136346174431284":4,"004113634617443135":4,"004113634617443136":4,"004113634617443137":4,"004155986345861379":4,"00424967":4,"00426027":3,"00433417":9,"00440346":4,"00443743":4,"004456043243408203":0,"00445655":9,"004579219539673833":4,"00458878":4,"004610275230656537":4,"00462287":4,"00471782":3,"00472199":4,"00472512":4,"0049544":4,"0049999999999999845":[],"004999999999999996":[],"004999999999999997":[],"0050000000000000044":[],"005000000000000007":1,"00512927":3,"00517114":4,"00526348":4,"0053018":4,"00554552":4,"00556826":4,"0056799":3,"00579953":4,"00588657":4,"00607783":4,"006162":4,"00617499":3,"00630331":4,"00642221":4,"006530396683779109":1,"00660427":4,"00672607":4,"00673407":4,"00676387":4,"0068011":4,"00683748":3,"00683964":4,"006968283076248407":[],"007024126888936384":4,"00717152":11,"00719176":4,"00727646693":1,"00728323e":[],"007315":1,"0074331":3,"00759119":4,"007789":[],"007824":1,"00784393":4,"007931713723267314":[],"00803064":4,"00813803":4,"008171076530362356":1,"00817631":4,"00823002":3,"00827728":4,"00831018":4,"00834567":4,"00848904":4,"0086649156":1,"008675369724976777":3,"008885578722629236":[],"00890601":[],"00894639":3,"00905423":4,"009154":1,"009163470508352228":3,"009164545680330616":4,"00917248":4,"00934499":4,"0096208":4,"009735":9,"00973536":9,"009790":1,"009883615646716182":[],"009883615646716184":[],"009883615646716186":[],"009883615646716188":1,"00990475":3,"009911":1,"00992331":4,"00996754":4,"010018312644140933":4,"0100706":4,"010331721306655588":4,"010516485576652981":4,"01057384067458835":[],"01066519":4,"010679893512872646":[],"01076611":3,"0110":16,"011076219011390184":4,"0113104":4,"011347":1,"01179792":4,"01191824":3,"012073649480472317":4,"01210814993019007":[],"01219292":4,"01223198":4,"01231917":4,"01290947":4,"01295356":3,"01312157412031145":4,"01318643":4,"01347916":4,"01348565":4,"01367553":4,"01397146":4,"01405935":4,"0140617":[],"01416528":4,"01433809":3,"01443680008897583":4,"01449782":4,"01458337":4,"0146081":4,"01463049":4,"01503674":[],"015037":[],"015072388895177083":4,"01507238889517716":4,"01514394":[],"015144":[],"01531845":4,"01549377":4,"01558197":3,"01628578269590588":4,"01633913":4,"01640891":4,"01655318":4,"016587414993048166":4,"01691985":4,"0169643":3,"0170259":[],"01708781":4,"01708852":4,"01713366":4,"01724499":3,"017355848195591973":4,"017665":3,"018232":1,"01825571":[],"01831152e":4,"01831250e":4,"01866537":4,"01867234e":16,"01873344":9,"01873869":3,"01887348":[],"01898855":4,"019":[],"01905883":4,"01908936":4,"01963611":4,"01969145":4,"01975416527163567":4,"01975848":4,"02024962":4,"02054837e":4,"02068067":4,"02073509":3,"02096350e":1,"02098261":4,"02123176":4,"021544346900318832":[],"021592704588043153":4,"021592704588043167":4,"02161783e":16,"021901":9,"02190139":9,"02198702e":4,"02208512":4,"02228115":4,"02229529":4,"02252765":3,"02299949826036597":4,"02348765":4,"02365049":4,"0245528":4,"02492265":3,"02493044e":[],"02498832":4,"02503753":4,"02511518":4,"02522069":4,"02568378":[],"025709":[1,9],"02586427":4,"026":4,"0260906":4,"02625193":6,"026605727637189085":4,"0266057276371891":4,"02707227":3,"02723445":4,"02730126581656065":16,"027609773491022498":4,"027609773491022505":4,"028":4,"02881304":[],"029":[],"029483":3,"029688":[],"02968834":[],"029733":1,"02976145":4,"02994311":3,"02f":4,"03019554":[],"030196":[],"03032441e":4,"030670":[],"03067028":[],"03099776":3,"031":3,"03193199":[],"03196357":4,"03251863":3,"03256632e":2,"03267527":4,"03279636":4,"0330308045181225":4,"033030804518383":4,"03303359":[],"033037772005753835":[],"03308408":3,"03365768507152761":4,"034342":[],"0344707":[],"03447512":4,"0354":[],"03562355":4,"03568439":4,"0359565":3,"03607832":[],"03630548":4,"03652792":[],"036528":[],"03697069":[],"03707133":9,"03750367":14,"03781367141738898":4,"03781367141738899":4,"03787596148305236":1,"03791824e":16,"03814292":4,"03815288":4,"038300":[1,9],"03871832":[],"039039":3,"03929932":[],"039967668952797":4,"0399676689527975":4,"03it":4,"040102":3,"04010697":4,"04063602":4,"0411487294305266":4,"0411487294305548":4,"04205220e":16,"04220758":4,"04260073e":[],"04315108":3,"04330858":[],"04346721":3,"04355837":4,"04389027":4,"04421672e":[],"04423486":4,"044334":1,"044402":1,"04455272":[],"044553":[],"044613":4,"04529095":[],"04537385":4,"04543942":4,"04566964":4,"0458":7,"04648335":3,"04683565":3,"04757618e":[],"04784395":4,"048187277304303125":4,"04829457939163212":16,"04892055":4,"04909093":4,"04912436":4,"0495569966278269":4,"0495569966278282":4,"05009826":4,"05100875":4,"051115":[],"051418":3,"051649":[1,9],"0517473":3,"05227921801205707":4,"05227921801205709":4,"052645":[],"05295709":4,"053053":[],"0530533":[],"05318162":[],"053182":[],"05364854":6,"05383795":4,"053849":3,"05396545e":[],"054187":[],"054276":[],"05447415":4,"0545103":[],"054674":[],"055":[],"055085":[],"05531364":[],"055314":[],"055529303095955385":3,"055676":1,"055744":[],"055774":[],"055831":[],"055887":[],"055916":[],"05614483":3,"056326":[],"056329":9,"056484":[],"05651951":4,"057035":[],"057088709963637":1,"0571636815533073":4,"057320":[],"057332":[],"05755374":[],"057571":[],"057654":[],"05785343":4,"05789007":4,"057919":[],"05796251":4,"05802766":[],"05807125":4,"058178":[],"058247":[],"058282":[],"058719":[],"058805":[],"058856":3,"058892":[],"059225":[],"059245":[],"059344":9,"059406":[],"059455":[],"059531":[],"059571":[],"059680303635344434":[],"059765":[],"059806":[],"059865":[],"059908":[],"059994":[],"060064":9,"060070":9,"06020587":4,"060308":[],"060335":[],"06041458e":[],"06043581":4,"060520":[],"060748":3,"060919":[],"061164":[],"061176":[],"061255":[],"06126507e":16,"061330":[],"061601":9,"061652":[],"061774":[],"061783":3,"061842":[],"061855":[],"061896":[],"06200174":3,"062082386342319454":4,"06209126":[],"062188":[],"062327":[],"062376":[],"062639":[],"062659":[],"062660":9,"062731":[],"062822":[],"062829":[],"062879":[],"062885":[],"062923":9,"062979":[],"063055":[],"063097":[],"063114":3,"063122":[],"063178":9,"063190":[],"063324":9,"063395":[],"063415":[],"063523":[],"063526":[],"063615":[],"063670":[],"063727":[],"063759":[],"063763":[],"063880":[],"063882":[],"063925":[],"063982":[],"064000":[],"064013":[],"064075":[],"064078":[],"064101":[],"06412177e":16,"064156":[],"064257":[],"064273":[],"064304":[],"064354":[],"064357":[],"064393":[],"064410":[],"064449":[],"064472":[],"06453579006728317":4,"064591":[],"064647":[],"064648":9,"064686":[],"064689":[],"064783":9,"064795":[],"06491736":4,"06492086e":[],"064929":[],"064958":[],"064964":[],"064982":[],"065":[],"065003":[],"065016":3,"065086":[],"065110":9,"065144":[],"065151":[],"065188":[],"065200":[],"065202":[],"065204":[],"065334":[],"065355":[],"065408":[],"06540809":[],"06547790180152352":4,"06547790180152355":4,"065545":3,"065591":[],"065618":[],"065660":[],"065680":[],"065762":[],"065860":9,"065994":[],"066002":9,"06600226":9,"066030":9,"066047":[],"066074":9,"066092":[],"066098":3,"066116":[],"06619182206626131":[],"066249":[],"066272":[],"066294":[],"066312":9,"066389":[],"066403":9,"066487":[],"066629":[],"066683":9,"066705":[],"066761":[],"066788":[],"066835":[],"066837":[1,9],"066949":3,"066951":9,"066963":[],"067043":[],"067061":[],"067123":[],"067132":9,"067175":9,"067202":[],"06724062":3,"067326":[],"067355":[],"067440":9,"067504":[],"067531":[],"067577":[],"067601":[],"067610":[],"067667":9,"067685":9,"067711":[],"067718":[],"067769":[],"067777":[],"067793":3,"067794":[],"067811":3,"067844":[],"067865":[],"067889":[],"067892":[],"067985":[],"067990":[],"068056":[],"068073":[],"068165":[],"068185":[],"068213":[],"068244":[],"068276":[],"068293":[],"06834":[],"068351":9,"068385":[],"068427":[],"06844519414009441":4,"06844519414009442":4,"068460":[],"068491":[],"068514":[],"068515":3,"068593":[],"068633":3,"068640":[],"068654":[],"068667":[],"068673":[],"068686":[],"068697":9,"068717":[],"068818":9,"068821":[],"068828":[],"068838":9,"068840":[],"068873":[],"068896":[],"068920":[],"068928":[],"068945":[],"069005":[],"069028":[],"069071":[],"069081":[],"069098":[],"069195":9,"069243":9,"069282":[],"069369":[],"069371":[],"069413":9,"069496":[],"069503":[],"069510":[],"069516":[],"069519":3,"069528":[],"069542":[],"069584":1,"069635":[],"069641":9,"069775":9,"069814":[],"069848":[],"069853":[],"069859":[],"069872":[],"069890":[],"069902":[],"069956":3,"069988":9,"06it":4,"070043":1,"070103":[],"070129":[],"070131":[],"070138":[],"070166":[],"070182":[],"070188":[],"070212":3,"070254":[],"070337":9,"070456":[],"070473":[],"070517":[],"070548":9,"07062318":4,"070653":[],"070762":9,"070764":[],"070769":3,"07076926":3,"070791":9,"070812":[],"070815":[],"070866":3,"070867":9,"070889":[1,9],"070949":[],"070955":3,"070967":[],"071016":[],"071049":9,"07106781e":[],"071096":[],"07110274":14,"071156":[],"071248":[],"071268":[],"0713":1,"071313":[],"071325":[],"071359":[],"071435":9,"071447584032141":1,"07145103":9,"071453":[],"071481":[],"071502":[],"071547":9,"071549":[],"07155335":[],"071576":[],"071579":[],"07159175":[],"07160048164228312":4,"07160048164228314":4,"07160764":[],"071660":9,"071667":[],"071681":[],"071684":[],"071714":[],"071761":[],"071841":3,"071855":[],"071887":[],"071917":[],"072012":[],"072046":3,"072094":[],"072197":3,"072198":[],"072246":[],"072279":[],"072296":3,"072424":[],"072468":[],"072471":[],"072555":9,"072557":3,"072589":[],"072598":[],"072620":[],"072654":9,"072661":[],"072710":9,"072826":[],"072862":[],"072879":9,"072910":[],"072995":3,"073":[],"073020":[],"073035":[],"073052":3,"073096":9,"073162":3,"073310":9,"073333":[],"073352":[],"073371":9,"073372":[],"073483":[],"073546":[],"073567":[],"073591":[],"073598":[1,9],"073602":[],"073607":[],"073656":9,"073681":[],"073695":[],"073765":9,"073827":3,"073851":[],"073902":[],"073915":1,"073926":[],"073966":[],"074":[],"074027":[],"074036":[],"074037":[],"074044":[],"074067":[1,9],"074077":[],"074096":[],"074099":[],"074130":3,"074134":[],"074154":3,"074170":[],"074191":[],"074201":9,"074207":[],"07421084":3,"074230":[],"07423848370736122":[],"074248":[],"074285":[],"074286":[],"074331":9,"074432":[],"074434":[],"074453":[],"074488":[],"074557":3,"07456491":3,"074568":[],"074618":9,"074665":[],"074693":[],"074696":[],"074848":[],"07490892":4,"074979":9,"074996":[],"075084":[],"075119":[],"075151":3,"075163":[],"075194":9,"075212":[],"07521771":[],"075218":[],"075261":[],"075266":[],"075289":[],"075296":9,"075309":[],"075526":9,"075542":[],"075545":9,"0755452":9,"075562":[],"075567":[],"075615":9,"075754":[],"075772":[],"07581375":[],"075814":[],"075818":[],"075821":[],"075865":[],"075869":3,"075975":[],"075993":9,"076026":[],"076062":[],"076068":3,"076121":3,"076166":[],"076169":[],"076189":[],"076213":[],"076251":[],"076283":[],"076320":[],"076367":9,"076377":3,"076398":[],"076408":[],"076410":9,"076466":9,"076469":[],"0764924":4,"07670437":[],"076730":[],"076774":3,"076810":3,"076822":[],"076938":[1,9],"076954":3,"077005":[],"077010":9,"077021":3,"077026":3,"077046":9,"077115":[],"077143":9,"077160":[],"077163":[],"077212":[],"07729012413236423":9,"077303":[],"077305":9,"077338":[],"077339":[],"077386":[],"077407":[],"077416":[],"07744472306026946":7,"077469":[],"077533":[],"077623":[],"077645":3,"077771":9,"07777777777777778":2,"077891":[],"077927":9,"077968":3,"078049":[],"078076":[],"078099":9,"078103":9,"078197":[],"078244":9,"078279":[],"078311":[],"078342":[],"078388":[],"078390":[],"078399":[],"07839924":[],"078451":[],"078474":[],"078529":3,"078646":[],"078649":[],"078674":[],"078693":9,"078710":9,"078717":3,"078720":3,"078746":9,"078750":[],"078892":[],"078927":[],"078930":[],"078937":[],"078966":[],"079001":[],"079029":[],"079037":[],"079137":[],"079139":[],"079333":[],"079337":[],"079351":3,"079365":[],"07944154":14,"079597":[],"079598":3,"079624":[],"079643":[],"07968918676726028":4,"07972177":[],"079785":9,"079801":3,"079848":9,"079956":[],"07it":4,"080024":9,"080084":1,"080101":[],"080115":[],"080173":3,"080182":[],"080223":[],"080249":[],"080264":9,"080265":3,"080325":9,"080336":[],"080341":[],"080381":[],"080387":[],"080398":[],"08043851":3,"080565":3,"080570":9,"080612":3,"080626":9,"080633":[],"080675":9,"080678":3,"080738":[],"080806":[],"080845":[],"080846":3,"080871":[],"081024":[],"081077":9,"081092":[],"081102":[],"081103":[],"081129":9,"081210":9,"081227":[],"081260":[],"081270":3,"081309":[],"08131003":4,"081402":[],"081414":3,"081425":[],"081435":[],"081474":[],"081480":[],"081489":9,"081514":[],"08156108":4,"081632":[],"08170444":[],"081732":3,"081744":[],"081778":[],"081816":[],"081886":[],"082032":[],"082091":[],"082211":9,"082225":9,"082239":[],"082247":9,"082272":[],"082303":3,"082382":3,"08248290e":[],"08251519":4,"08251898":16,"082549":[],"082616":[],"082666":3,"082687":[],"08271336":[],"082866":[],"08292574":3,"082926":3,"082990":[],"08299273e":4,"083015":[],"083128":[],"083138":[],"083177":[],"08318298e":2,"0832":[],"083221":[],"083228":3,"083246":[],"083295":9,"083337":3,"083376":[],"083384":[],"083495":[],"083527":1,"083577":[],"083618":[],"08362077210702115":[],"083622":[],"083657":[],"083658":9,"083659":3,"083672":3,"083682":3,"083728":[],"08376632":4,"0837663229239025":4,"083766322923905":4,"083775":[],"083797":3,"083808":[],"08380813":[],"083855":[],"083905":[],"084":[],"084092":[],"084103":[],"08415761":[],"084167":[],"084181":[],"084221":[],"084249":9,"084251":[],"08426840630693411":4,"08429424":11,"084461":[],"084604":9,"084813":9,"084826":[],"084864":[],"084873":[],"084916":[],"084931":[],"08501147":[],"085041":3,"085121":9,"085253":[],"085259":[],"085285":[],"085289":[],"085484":3,"085510":[],"08551306":4,"085544":[],"085597":[],"085598":[],"085610":[],"085627":3,"085646":9,"085676":[],"085748":[],"085763":[],"08576932":4,"085811":[],"085928":[],"08593216":4,"085951":[],"086006":3,"086052":[],"086076":3,"08611111111111111":2,"086116":[],"086325":[],"086430":[],"086465":[],"086561":[],"086592":[],"08665060086846632":[],"086652":9,"086757":[],"086920":3,"086974":9,"086985":[],"087032":3,"087096":3,"087148":3,"087202":9,"087205":3,"087242":[],"087334":[],"087482":[],"087526":[],"087544":[],"087563":9,"088085":3,"088137":[],"0881981":3,"088209":[],"088258":[],"088260":3,"08839750e":[],"088414":[],"088484":[],"088556":[],"088660":[],"08871404":3,"088871":[],"08888888888888889":2,"088983":3,"089039":[],"089250":3,"089300":[],"089326":[],"089352":[],"089425":9,"089437":[],"089504":[],"089540":[],"089693":[],"089881":[],"089916":[],"089928":3,"089931":[],"090099":3,"090107":3,"090274":9,"090355":[],"090817":[],"09103481e":16,"091159":[],"091253":3,"091318":[],"09145189":4,"091535":[],"091542":3,"091566":3,"091578":[],"091659":[],"09166666666666666":2,"0917":7,"091756":3,"091855":3,"091979":[],"092276":3,"092288":[],"092375":[],"092378":3,"092659":[],"092932":[],"092936":3,"093236":[],"093248":[],"093328":[],"093573":[],"093725":3,"093755":9,"093928":[],"094":[],"094082198961287e":4,"0940821989631478e":4,"094513":[],"09456011349477329":[],"094708":3,"094774":[],"09487315108590391":9,"095173":[],"095180":3,"095275":3,"095472":[],"095786152583691":3,"095941":[],"09609807":3,"096406":[],"096639":[],"096726":[],"09672604":[],"096763":[],"09678277e":16,"096802":[],"097150":3,"097346":[],"09741585e":[],"097452":[],"098028":3,"098187":3,"09903804":6,"099079":3,"09919198949386163":4,"099504":3,"099609":3,"099763":[],"09976319":[],"0x7f8830b3a340":11,"0x7f88524ba760":11,"0x7fda9123e220":[],"0x7fdab4f97430":[],"0x7febdb109490":[],"0x7febdb6780d0":[],"100":[0,1,2,3,4,5,6,7,8,9,11,14,16,17],"1000":[0,1,2,3,6,9,11,13,16],"10000":[0,3,4,8,9,16],"100000":6,"10001":8,"1001":16,"1002":16,"1003":16,"1005":16,"1007125":[],"10077114273548986":4,"1009":16,"10094646e":[],"1011":16,"1013":16,"10131725":[],"1013904243":16,"10141413e":4,"10141414e":4,"1015":16,"101781":3,"102":1,"1022964509394572":2,"1023":16,"1026":16,"1027":16,"103":2,"1030":16,"10307631":[],"10327559":14,"1037":16,"10378326e":2,"1038":16,"10391807":4,"10398646080125035":4,"10398646080125036":4,"1040":16,"10405456":9,"104411":1,"1047":16,"104887":3,"105137868830763":16,"105387":3,"10555555555555556":2,"10589577":3,"106095":[1,9],"106946":3,"108":[1,4],"10806972":[],"108070":[],"10896672e":16,"10898112e":[],"10913":4,"10931453":4,"109794":3,"10979444":3,"10it":4,"10th":7,"10x":1,"110":1,"1100":16,"1101":16,"11022302e":3,"111":[2,5,10],"1111111111111111":2,"112283":1,"112383":[1,9],"11304709e":16,"11388888888888889":2,"11456076e":[],"11462415":3,"11482289e":4,"11507992e":2,"1154777721897675":4,"11547777218976751":4,"115822":4,"11666666666666667":2,"117":6,"11744554e":4,"118318":1,"11892185":[],"11944444444444445":2,"12002944":[],"1203284":6,"121":[6,7,8],"12182967":4,"122":[6,7,8],"12222222222222222":2,"12283463":[],"12318726e":4,"123190":1,"12333649":4,"123459876":16,"12366979e":16,"123711":4,"124":1,"12497018e":[],"12552073e":4,"12618549":3,"1271":4,"127773":16,"12777777777777777":2,"12908963":1,"1298":7,"12adb44b1c20":[],"13003291":4,"13055555555555556":2,"13060772":[],"131343":4,"13140162":[],"13162821e":[],"13209041":[],"13220608e":4,"13220609e":4,"13266452e":[],"133":5,"13328820e":[],"134102":[],"13410232":[],"13457922":[],"13519106":1,"13535942":4,"13579199e":[],"1361111111111111":2,"13646574":3,"13661243e":4,"136687":[],"13679863":4,"137268":[],"137400784702912":1,"1375":[],"137546":[],"137652":[1,9],"138":[],"13803928":[],"138472":[],"13859":[],"13865173":3,"138775":[1,9],"1388":4,"13891144e":[],"139255958275475e":4,"139255958572018e":4,"139462":[],"139475":[],"139992":4,"14021063":4,"1404":1,"1416398":4,"141725":[],"14174745":4,"141955":3,"14195542":3,"143":5,"14309733":[],"1437":2,"14370264":4,"1440501043841336":2,"1445":[],"14459063":[],"1446":[],"1447":[],"1448":[],"1449":[],"14662074":[],"14722222222222223":2,"147400":[1,9],"147420":[1,9],"147722":[],"148":[],"14812206":4,"148127":[],"148225":4,"148517":4,"149076":[],"1492":[],"149233":[],"149328":[],"149366":[],"149667":[],"149739":[],"149832":[],"149894":[],"149903":[],"14g":4,"150":6,"15005476":3,"15024669":[],"150306":[],"150581":[],"15061":4,"15098090e":4,"151":[],"15130074e":4,"152636":[],"1527777777777778":2,"153036":1,"153106":1,"15324631":[],"15332528e":[],"154720":1,"15475232":[],"154911":1,"155491":1,"155687":1,"155883":1,"156":1,"156956":3,"157":1,"15751596":[],"158":1,"159":1,"15979239e":16,"15g":4,"160":1,"16111111111111112":2,"16211139":3,"162246":3,"16342407":3,"16343471":4,"16496581e":[],"16553696":[],"16637855e":16,"16666666666666666":2,"167787":3,"16796929":4,"16805821e":4,"16807":16,"16831012":[],"16861772":[],"168618":[],"1695":4,"16b8e3cda33a":2,"17117385":[],"17174962e":2,"17234827e":[],"17248441e":[],"172737":3,"17273709":3,"17385778e":[],"17446471":4,"174497":[],"17449733":[],"175300":1,"1758506":[],"1761":4,"17641709":4,"17654307":[],"17666625":11,"17707436":[],"17709":4,"17777777777777778":2,"17801022":3,"17861098":4,"17917768":3,"17949575":3,"17953942":9,"1797":2,"17it":4,"180092462880674":[],"18029127":3,"18063928":[],"18123182":11,"18220995":[],"18224665":[],"1831277634928002":[],"18333333333333332":2,"18404906e":[],"184519":1,"1856411":[],"18611111111111112":2,"18613217e":4,"18620601e":[],"18673098":9,"189496":1,"18954529":[],"189622":1,"18968431e":16,"1914224774238273":[],"19207979":3,"1940":1,"194042826640948e":4,"194042826840599e":4,"1943":10,"19569961":4,"197":[],"1970":14,"1973":7,"197370":[1,9],"19742904e":[],"1979":4,"1989":16,"19937":16,"19955871":[],"199559":[],"19972087e":16,"1_1":10,"1_2":10,"1_3":10,"1cm":[1,6,8,16],"1e10":0,"1e4":4,"1ec254875e1a":11,"200":[1,6,7,8,16],"2000":1,"200000":1,"20015436":4,"2004":11,"2006":18,"2010":2,"2011":2,"2015":2,"2016":1,"2018":[1,4],"201841":[],"20184113":[],"2021":[0,4,15],"20277777777777778":2,"203757":[],"20375701":[],"205466494327873":[],"20632410e":[],"20738183":[],"207545":[1,9],"20772452":[],"20819609e":[],"20833333333333334":2,"20843563e":[],"20867052175003387":4,"20906175e":16,"210340":[1,9],"21058097":3,"21169159e":4,"212":[],"21208310e":[],"212327334149492":[],"21244261":3,"212443":3,"2125":[],"2126":[],"2127":[],"2128":[],"2129":[],"213":[],"213103":[1,9],"21347282":[],"213743":[1,9],"214":[],"2147483647":16,"215":[],"21596432":4,"216":[],"21623344":[],"216290":[1,9],"216683":[1,9],"21698969":11,"22044605e":3,"22076362":[],"221":6,"221180":1,"221921":3,"22209371e":[],"222400":1,"22443803":[],"22527008e":16,"22690428":3,"22717936e":16,"22842468702166951":4,"22842468702166954":4,"22847924":3,"22999784":[],"229998":[],"23002365e":4,"23117916e":16,"23167717":3,"232435":1,"23333333333333334":2,"2335879":[],"23382086e":[],"234":4,"23438810e":[],"236913":3,"23691315":3,"23744178":[],"240792":3,"2407922":3,"241262":[],"24126232":[],"24175744e":4,"2433e":3,"24340751":[],"243484":3,"24348403":3,"24444444444444444":2,"246138":[],"24613822":[],"24829908":3,"24906604e":4,"250":[5,7],"25000":1,"250000":1,"250154":1,"251559":[],"2515593":[],"251879":1,"25190225e":[],"25226753e":16,"25240108":[],"252436":1,"252639":[],"25263916":[],"253":[],"25303483":[],"253775":1,"254":[],"254509":[],"25450941":[],"25457052":[],"255":[],"255001":1,"2551":1,"256":[],"25617658e":4,"25617662e":4,"256962":1,"257":[],"2571699":[],"25726439e":[],"2572e3a4b38d":2,"25803281":[],"25845e8df859":4,"259107":[],"25910749":[],"259125":3,"25912505":3,"259153":[1,9],"259815":[],"25981533":[],"260227742627244":[],"2627588":14,"26301436":3,"26381865":[],"263819":[],"264":1,"2640931530791003":4,"26409315307910036":4,"26412372":[],"265":1,"2653678":[],"266":1,"26666667":11,"267":1,"26710969":3,"26780278":3,"2683":[],"2684":[],"2685":[],"2686":[],"2687":[],"26890510e":[],"269":1,"26974938e":[],"270":1,"27262964":[],"27296891e":[],"276263":[1,9],"27753165e":16,"27852549":[],"27924636":3,"27n_":16,"280573":3,"280647":[1,9],"28166741":[],"282":[],"282727":[1,9],"28310983":[],"283110":[],"28336218e":4,"2836":16,"28475098":6,"2861":16,"28712116":[],"2873":7,"2882":16,"2886":16,"2890":1,"2892":16,"28971976":9,"289720":9,"290":[],"291":[],"2915":16,"291614":[],"29167186":3,"292":[],"293":[],"2931":[],"294":[],"29424824":[],"295656121491569":[],"296247":1,"2968":[],"297219777724628":9,"297260":1,"29737229":11,"29748212":11,"2975":4,"2980":[],"29822833":4,"298273":1,"2983233":14,"298375":1,"2988":4,"2990":[],"299444":9,"29944428":9,"299748":1,"2_1":10,"2_2":10,"2_3":10,"2_i":10,"2_m":[4,16],"2_t":11,"2_x":16,"2cm":6,"2ff97f4bf03b":16,"2nd":7,"2x_ix_jy_iy_j":6,"2x_j":6,"2y_i":8,"2y_j":6,"30000":1,"300162456113691":[],"30119421":6,"303":4,"3041320306136366":[],"3043053":11,"30466214e":4,"30626706":[],"30655001":4,"306854":[],"30685416":[],"30787294":4,"30879705":[],"30968181":[],"310811":[],"31081134":[],"31109204e":[],"3123314713548606":4,"31276579e":4,"31318084":3,"31457796":3,"315":4,"315208":3,"31520842":3,"3155":[3,4],"3156929654100207":7,"31603087":4,"31608475e":[],"31718909":9,"31730641":[],"317367":9,"31853484":[],"31896852":6,"3200":2,"32047562":1,"3214960170351912":4,"32149601703519126":4,"323291478597321":16,"3250":2,"32521615e":16,"326238":1,"327631":1,"32938847":14,"32945844e":16,"3304":1,"33066907e":3,"3310":1,"3317":1,"331939":1,"333":5,"333333":1,"33333333":11,"3338":1,"3344":1,"33443859e":[],"33544681":[],"33569998e":[],"33861512":[],"338869":[],"33886902":[],"339535706819584":16,"33953571":16,"340782":[1,9],"34108726":[],"34114547":3,"34114641e":[],"34172919":[],"342680":1,"3436":1,"3437":1,"344172":1,"34569596":3,"346433":9,"34643337":9,"34902789e":16,"3498837":11,"350387":[],"35038714":[],"351636":[1,9],"35176067":[],"35182854":3,"35216172e":[],"35367281e":[],"35386868":11,"35533773":4,"356399":1,"357508":1,"358869339268145":16,"35886934":16,"359":3,"359640894899012":[],"360":2,"360688":1,"361556":1,"3621311":3,"363295916523824e":4,"3632959273186007e":4,"36436520e":[],"36468301":[],"3655222":3,"369139":[1,9],"36941772":[],"369418":[],"37186301":[],"372889":[],"3728892":[],"37396662":4,"37416969":9,"374170":9,"37732":11,"37738324":[],"37900111":4,"38135733e":4,"38207279e":[],"38216436":[],"3848":4,"38561052":3,"385611":3,"38629436":14,"38777878e":3,"38892672":[],"388927":[],"38903780":4,"38916861e":4,"3893239":[],"389324":[],"38937995e":16,"38962192e":4,"38986237":[],"39579407":3,"396740":9,"39674043":9,"39706038":3,"39716546":4,"397700":[1,9],"39792608e":[],"399836":1,"39it":4,"3cd19a0768e1":[],"4000":18,"401842":[1,9],"40212127":[],"404":1,"40425078e":16,"405890":[1,9],"40702":[],"40708470e":[],"40859":[],"4087793":3,"40902095":[],"40927184e":4,"40968888":[],"409689":[],"41078073":4,"412374":[],"41237437":[],"4140e":3,"41433969":3,"41511965e":2,"415634483874318":[],"416694683938511":9,"4171578884124756":0,"41754964":[],"41770932":[],"418506":[1,9],"41876428e":[],"41882037e":4,"4200e":3,"4201e":3,"4203e":3,"42208194":4,"423756":3,"42375621":3,"42441033":3,"426":[4,5],"42847770e":16,"42937310e":16,"43054282":3,"4332e":3,"43330971e":4,"43341615":4,"435163":1,"435490":[],"43549028":[],"43579948e":4,"43766686":9,"438136":1,"439230":4,"44089210e":3,"442600":[1,9],"443217":1,"44395541":[],"44625466e":16,"44655382":3,"446554":3,"44970586e":2,"45013332e":[],"45019484":[],"450257":[1,9],"4557763":9,"455947":1,"458027":1,"458078":[1,9],"45937170e":[],"45960079":3,"46016532e":[],"461":16,"461838":[],"46183815":[],"462":5,"46323168e":16,"4632e":3,"46383924e":4,"46383925e":4,"46415888336127775":[],"46423858e":[],"465564":[],"46556436":[],"466":16,"46675058":[],"46914544e":[],"46929603e":[],"469730":[],"46973015":[],"46984697e":4,"47042744":3,"470714":1,"47075725":4,"47079457e":16,"47116868e":4,"47125748":3,"47132891":3,"472652":[],"47265243":[],"47441766":[],"47566390e":16,"47610036":4,"47654764e":[],"47815203":9,"47862383":[],"478624":[],"480170":3,"48017006":3,"48019541":[],"48154187202453613":0,"481979":4,"48257387":17,"48471852e":[],"48476997":9,"48608063e":[],"48994188":3,"491837":[],"4918372":[],"493230":[],"49323032":[],"4940954":1,"4959161509366834e":4,"4959161509370406e":4,"497221":[],"49722108":[],"49841285":[],"498413":[],"49865673":[],"4990":16,"4992":16,"4997":16,"49b0ef2e51e2":4,"4c4c7f":[7,8],"4y_i":8,"500":[2,4,7,8,11,16],"500000":1,"50000455":3,"50000553":3,"50000718":3,"50000855":3,"50000969":3,"50001063":3,"50001142":3,"50001207":3,"50001261":3,"50001306":3,"50001343":3,"50001374":3,"500014":3,"50001414":3,"50001422":3,"50001439":3,"50001454":3,"50001466":3,"50001476":3,"50001485":3,"50001492":3,"50001498":3,"50001502":3,"50001506":3,"5000151":3,"50001512":3,"50001515":3,"50001517":3,"50001518":3,"50001519":3,"50001521":3,"50001522":3,"50001523":3,"50001524":3,"50001525":3,"5018":16,"50227564e":4,"50321091":3,"50394742":[],"506":1,"507d50":[7,8],"50846112e":4,"5098779":[],"509878":[],"50j":11,"50x10":2,"510":2,"511888":3,"5120":0,"512132":1,"51257863e":[],"51345668e":[],"51363731e":[],"514219":1,"51523276e":[],"515768":[],"51576807":[],"51707172":[],"517072":[],"51893804e":[],"51943726":9,"519842":1,"51it":4,"52158335":[],"5222222222222223":2,"52570079":[],"525701":[],"526744":[1,9],"52687171":[],"526872":[],"52722156":[],"52874252":3,"529":4,"52d2c51caad1":[],"5303329":9,"5305555555555556":2,"531280":1,"535457":[],"53545715":[],"53703498":4,"5378811":9,"539261":[1,9],"54039921":3,"54096582":[],"540966":[],"54121682":[],"541217":[],"54152940e":[],"541605":1,"54237024":16,"543169":[],"54316925":[],"544439":1,"546972":[],"54697204":[],"54702088e":[],"54710530e":1,"5483":4,"55111512e":3,"55138385":9,"551384":9,"55280484":[],"5555555555555556":2,"55707065":[],"557071":[],"557795":[1,9],"55795935":[],"55854694":9,"56033697":3,"56198284":3,"56216797e":[],"564374":[1,9],"56536":1,"56636616e":4,"56831157":3,"568312":3,"569":2,"56912044e":4,"56939714":3,"57051369":[],"571":3,"571105947979326e":4,"57110594797945e":4,"57143061":4,"57201944e":4,"574465":[1,9],"5755035":[],"57781668":[],"57871326":[],"579842":3,"57984245":3,"581766":9,"58176612":9,"582":[1,2],"58228342e":16,"58239999":[],"582400":[],"583595":1,"584804":1,"58521266":9,"585213":9,"58596975":[],"585970":[],"5864689451163851":3,"587401":1,"58836420e":16,"5888888888888889":2,"59007674e":16,"59304755e":[],"5944444444444444":2,"59480085":[],"59it":4,"5cm":16,"5dd54edf2138":4,"60122668e":16,"60293962":3,"60394236e":[],"60420593":3,"60673226":9,"606760":3,"60949193":[],"609492":[],"60999846":[],"61069091e":16,"6111111111111112":2,"61124978":[],"61234223":[],"612939":1,"613579":1,"614808":[1,9],"61505887e":[],"61745046e":[],"618":1,"61825186":11,"6183694":[],"61869821":[],"618982":1,"622539":9,"62253933":9,"622625":[],"62262506":[],"6226921":[],"62316154e":16,"62359224e":16,"62373464":9,"625":5,"62783293":[],"62856593":[],"62894215":3,"629961":1,"6300745149331701":1,"63025821e":4,"63249532e":4,"63315151":[],"63339159":[],"63374631":[],"63437572":[],"63442451e":[],"63488525":4,"63498144":3,"636323":9,"63632311":9,"63680118":[],"637129335071195":1,"63993205e":[],"64001211":4,"64012627":3,"640782":[],"64078247":[],"64166831e":[],"64447921":[],"64522721":4,"64580686":[],"646283":[1,9],"64669382":[],"646694":[],"64742912e":4,"647473":[1,9],"64857826e":[],"649382":[1,9],"64x50":2,"650024":[],"65002433":[],"6510573774179256":16,"65105738":16,"65238878":14,"65245958":[],"653095390463358":[],"653702":14,"653725417896576":1,"6544e":3,"65482578":[],"65572035":[],"65599927":[],"65766387":[],"65885453":3,"65933852":[],"65939208e":[],"6600855222624895":[],"66020213e":[],"6614":[],"66152576":3,"661526":3,"66183486":9,"661835":9,"66204648":4,"6628996975186952":1,"66302359":[],"66383151":[],"66677842":[],"66800261":[],"668172":1,"66880047":[],"67006792":[],"67047975e":4,"67060602":[],"671089":1,"6713619":3,"6714":[],"67171347e":16,"672721":1,"67279536":[],"67298546":11,"67303655":9,"673037":9,"67407338e":16,"67450955":[],"67708423":[],"677149":[],"67714918":[],"6796265324852733":[],"68002363":[],"680024":[],"68034946e":[],"6813":[],"6814":[],"6815":[],"6816":[],"6817":[],"6818813252071303":16,"68188133":16,"68192193":3,"68316185":[],"68342382":[],"68386076":11,"68534263e":4,"68542204":3,"68616263":14,"68729414":[],"68887763":11,"68929213e":4,"68937695":[],"689519":[1,9],"690617":1,"69069n_":16,"693361":1,"69347005":[],"6936767":3,"693677":3,"693850":9,"69385025":9,"69504801":4,"69519693":[],"695197":[],"69573183":[],"69634577e":4,"69695259":3,"69843037":[],"6996584":[],"69981195e":16,"6999536":9,"6ea927cc6e88":2,"6f7a6bd7d79f":4,"6n_":16,"701370":3,"70183798":[],"7022283":[],"70234019":[],"70415861":[],"70523024e":[],"70589906":[],"7070e":3,"70710678":3,"70790937":[],"70832814":3,"70885528e":[],"70886748":[],"70900891":[],"70946493e":[],"712018":[1,9],"712199063818309":[],"71281409":[],"71351486":[],"71442781":14,"71606852":[],"7162":[],"71669651":[],"7172":[],"718165":3,"72108703":[],"72174172":9,"72218808":[],"72271878e":4,"72312577":[],"7236674":3,"7240496":[],"725394195434945":[],"72780613e":16,"72859758":3,"72879865e":[],"72981762":6,"73091052e":[],"731000":1,"73153522":11,"733096":1,"73453972":[],"7371165871823337":[],"737349":[],"73734906":[],"73921714":[],"74081822":6,"74107697":9,"74143127e":[],"7432283":[],"74382593":[],"7442":[],"74495014":[],"745136489050356":[],"7465":[],"74840212":3,"74845978":[],"74921867":[],"749765":1,"750445":1,"751699":[1,9],"75170092":3,"75195757":[],"7522047280566193":[],"75322913":11,"75382481":[],"75524378":[],"75629493":[],"756352":1,"75841112":[],"75932862":[],"75it":4,"76172241e":[],"762":[5,9],"7621419":[],"76290332":[],"763880":[],"76388013":[],"76497666":[],"765":5,"76504618":[],"76570177":[],"76648901e":[],"76936315":3,"7693978131030923":9,"7701384":[],"77152076":3,"77156117e":3,"7718":7,"772b904ae9cb":[],"77317984":[],"7733":[],"77350269e":[],"774300":1,"776223":[],"77622336":[],"77636e":11,"77661393e":16,"77714169":6,"78080633":[],"78082":[],"78184120e":4,"78195":[],"78857629":[],"78941903":3,"78944806":[],"7899453":[],"79111643":3,"7925146":[],"792515":[],"79295029e":16,"793167":1,"79326583e":16,"79328828":[],"793701":1,"794282":[1,9],"79459035":[],"79648291":[],"796796":4,"79902342":[],"7c394b1e8b71":7,"7d7d58":[7,8],"800":5,"80004454e":[],"80021057":3,"800266":[],"80026635":[],"80121":[],"80354994":4,"80469739":3,"8055555555555556":2,"80609614e":4,"80609615e":4,"80847477e":4,"81048318e":4,"81160425":3,"81333793":4,"81441779":[],"81620806":[],"81633628":9,"816454":1,"816847":1,"81712976":[],"817130":[],"81781888":9,"819202":[],"81920231":[],"82198978":3,"8265786":3,"827265":1,"82889306e":16,"8305555555555556":2,"83425361":9,"834254":9,"83512277":3,"83614019":[],"8388888888888889":2,"839313":[],"8393131":[],"83935285":[],"83it":4,"84008474":[],"840085":[],"84087101":[],"842":[],"842436":1,"84251485":[],"842515":[],"8429949116841184":[],"84355903e":2,"84372853":[],"84443254e":2,"84658093e":16,"84780262":4,"8479552268981934":0,"84860939":[],"84923989e":4,"849766":[],"84976606":[],"84994524":3,"850164":3,"85058354":[],"850584":[],"8520127":[],"85218118":[],"85263220":4,"85278450e":[],"85396354":[],"85450859":9,"85463934e":[],"85497163e":[],"85546305e":[],"85601992":3,"860114":3,"86011441":3,"861":1,"86117291":3,"86134827":3,"86145244":9,"8638888888888889":2,"86436607":[],"86574276":[],"8666666666666667":2,"86692943":[],"87030083":[],"870301":[],"8718475896381779":16,"87184759":16,"8722222222222222":2,"87381451":3,"875":2,"8759":11,"87761937":[],"8777777777777778":2,"878843":[],"8788431":[],"87972591":[],"8802":[],"88046261":3,"88046462":[],"8805555555555555":2,"881323":[],"88168312e":4,"88297395":[],"88336879":3,"88529063e":4,"88559559":[],"8867467323038865":[],"88693966e":16,"88712946":[],"88730288":[],"8888888888888888":2,"890":4,"8901":[],"8914984":[],"89156955":[],"8921171964770647":9,"8923":[],"89288636":9,"8931":[],"89383322":[],"8941":4,"89410423":3,"8944444444444445":2,"8954":[],"89704131":[],"89742056":[],"897421":[],"898500":9,"89850037":9,"89928965":[],"89942598":[],"89975818":[],"89992521":1,"8dc29df57a8c":4,"8x8":2,"90075537":3,"9011":4,"90220243":3,"90233874":[],"90266948":3,"9031":[],"90316476":[],"9040":7,"9042":4,"90475506e":4,"9054":[],"9055555555555556":2,"90618734e":16,"906747":3,"907307":9,"90730735":9,"90825063":[],"9096":[],"91012519e":[],"9111111111111111":2,"91128596":3,"91145266e":16,"91417278":[],"9142":4,"91492986e":4,"9154537458386387":3,"91549644":1,"9166666666666666":2,"916978":[],"91697817":[],"9171356":[],"91760278":3,"91812702":3,"918992":1,"9196":[],"91960881":11,"9222222222222223":2,"922312":[],"92231203":[],"92280994":[],"924018":1,"924197515789051":4,"925":2,"92507116e":2,"92578916":3,"92605247":[],"92645039":9,"92646965":9,"926470":9,"92732185e":[],"9277777777777778":2,"9279671770201344":16,"92814088":[],"928141":[],"92857143":5,"92919670e":16,"9305555555555556":2,"931":1,"93100040e":16,"931066":3,"93155188":3,"93158979":3,"932734":[],"93273404":[],"933":3,"93492130e":4,"9354":[],"9361111111111111":2,"93679587":[],"936796":[],"937":16,"937082":1,"93799826":3,"938":16,"9388888888888889":2,"939":[1,16],"94019247e":[],"94034531":[],"94226022e":4,"94240779":[],"942726":[],"94284104":3,"94320205":3,"94327895":3,"9444444444444444":2,"94536341":16,"94591015":14,"94639099":9,"946893955211749":[],"946957":3,"947543":9,"9482527":3,"948729":[],"94it":4,"95008046":4,"95014575":[],"95231424":3,"9527777777777777":2,"95284275":3,"95351665":3,"954":16,"95443703e":[],"9547578478889096":1,"95517094":[],"955171":[],"9555555555555556":2,"95628168":[],"956282":[],"956563":[1,9],"95684892":3,"958228616652075":3,"9583333333333334":2,"959247":[],"960":16,"9601304850085328e":4,"9601304850163794e":4,"96024953":3,"96084663":3,"961":16,"96104648":[],"9611111111111111":2,"962":16,"963499":9,"96349948":9,"9637117593816477":4,"9640435":3,"965548":1,"965885569080809":[],"96688672":3,"9674916":3,"967809":[1,9],"96793117e":[],"97005689":3,"97101567e":16,"97108e":11,"9722222222222222":2,"97243128":3,"97300836":3,"97497404e":4,"975":2,"97507735":3,"9756404":[],"976":6,"97622676":[],"976227":[],"9765":[],"9769":[],"97705827":3,"97723801":[],"97758848":3,"9777777777777777":2,"9780387310732":18,"9780387848570":18,"9781492032632":18,"978553":3,"97898392":4,"97900797":11,"97926491":3,"9804422":[],"98046438":[],"9805555555555555":2,"98091621":3,"981321":1,"98139097":3,"98275501":3,"98314755":[],"983148":[],"983310":1,"98413059":3,"98452685":[],"98454786":3,"985":16,"98526763":[],"98528992":[],"98531221":[],"98566191":3,"986":16,"9860803":[],"98609175":16,"986091753050161":16,"9861111111111112":2,"98661465":[],"986699":3,"98680716":3,"98716878":3,"9877742":[],"987902":[],"98808176":3,"98822371":4,"988663":[],"9888888888888889":2,"98892195e":16,"98893512":[],"989":16,"9890348":3,"98927731":[],"9893447":3,"9898ff":[7,8],"99009525":3,"99009739":[],"9901168":[],"99013921":[],"99016161":[],"99018401":[],"99043999":[],"99088801":3,"9909252":[],"991":16,"991072":9,"99107239":9,"99115119":3,"99126104":[],"99133007":[],"99160404":[],"99176998":3,"99190487":[],"99194716":[],"992":16,"99218987":[],"99219378":[],"99242605":[],"99242921":3,"99248001":[],"99265097":3,"99273355":[],"99276945":[],"993":16,"99305549":[],"99305802":[],"99311297":[],"99316252":3,"9933":[],"99346398":[],"99363129":[],"99363383":[],"99371056":3,"99389612":3,"99393624":[],"994":[],"99400444":[],"9941":[],"99418903":9,"99420743":[],"99420997":[],"99428016":[],"9943201":3,"9945452":[],"99462421":[],"99473581":[],"9947756":3,"99478645":[],"99478898":[],"99492986":3,"99498985":[],"995":[],"99501236":[],"99503487":[],"99505739":[],"9950799":[],"99527696":[],"99528218":3,"9953048353087299":[],"99536326":[],"9953658":[],"99539415":3,"99544872":[],"9954538761021741":[],"99566069":3,"995774":[],"9957744":[],"99578809":3,"99579317":[],"99581841":[],"99594294":[],"996":3,"99600927":[],"99608161":3,"99620088364924":1,"99636015":[],"9963961":3,"99650061":3,"99652042":[],"99652296":[],"99655111":[],"9966744029509663":[],"9967292151090247":[],"9967458":3,"9968966158779216":1,"9969":[],"99696351":[],"997":[],"99700706":3,"99709215":3,"99709325":[],"99710078":[],"99723611":[],"99728435":[],"99729756":3,"99730848":[],"99751458":3,"99758326":3,"99763569":[],"99767893":[],"99775587":3,"99782689":[],"99793613":3,"99799099":3,"998":[],"99813653":3,"99817842":[],"99825997":[],"99828624":3,"9983295":3,"99836973":[],"99845267":3,"9984806":[],"998577":3,"99861053":3,"99871521":3,"99881845":3,"99883879":[],"99884384":3,"99891285":[],"99893323":3,"999":[7,16],"99901896":3,"99903755":3,"99911427":3,"99918546":3,"99919837":3,"99926459":3,"9993237":3,"99933188":3,"99938942":3,"9994385":3,"99944272":3,"99945628":[],"99949306":3,"99953381":3,"99953475":3,"99957911":3,"99961294":3,"99965056":3,"99967865":3,"99970988":3,"9997332":3,"99975913":3,"99977849":3,"99980002":3,"9998161":3,"99984732":3,"99987324":3,"99988687":[],"99989476":3,"9999095":[],"99991263":3,"99992746":3,"99993212":[],"99993978":3,"99995":3,"99995475":[],"999955585168597":4,"99995818594196":[],"999974281880048":[],"99997737":[],"9999787681537219":[],"9999794306626945":[],"9999822527140678":[],"9999850282256434":1,"9999864543345858":[],"9999868619217517":[],"9999869956119286":[],"9999878260589065":[],"9999887274726137":1,"9999910208315801":[],"9b9cf4fa1a95":[],"\u00f8yvind":[4,17],"abstract":2,"break":[0,1,4,9],"byte":14,"case":[1,2,3,4,5,9,10,11,13,14,15],"catch":1,"char":16,"class":[1,2,4,5,6,7,9,10,11,16],"const":16,"default":[1,2,4,5,14],"ekstr\u00f8m":17,"export":7,"f\u00f8470":17,"final":[0,1,2,3,4,5,6,7,8,9,11,15,16,17],"float":[0,1,3,7,9,11,14,16],"function":[0,3,7,13,14],"import":[0,1,2,4,5,6,7,8,9,10,11],"int":[0,1,2,3,4,9,11,14,16],"long":[1,2,10,11,16],"m\u00f8svatn":4,"new":[0,1,2,3,4,5,6,7,8,9,11,14,16],"null":16,"public":[1,13],"return":[0,1,2,3,4,5,6,7,9,11,14,16],"s\u00f8rli":17,"sch\u00f8yen":[4,17],"short":[0,3,12],"steinsv\u00e5g":17,"super":3,"switch":[0,1],"throw":[4,16],"true":[0,1,2,3,4,5,6,7,8,10,11,16],"try":[0,1,2,3,4,5,6,7,8,9,11,13,14,16],"var":[3,4,8,9,16],"while":[0,1,2,3,4,5,6,7,9,10,11,16],AGE:1,Adding:2,Age:5,And:[0,1,3,4,7,11,13,16],Are:9,Being:11,But:[0,1,2,3,4,7,8,16],CAS:[],DIS:1,Doing:[3,4,8,11],EoS:[1,4],FYS:15,For:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,18],Going:2,Ising:[3,10],Its:[2,9],MDS:9,NNs:10,N_s:6,Not:[1,2,3,4,15],OLS:1,One:[1,2,3,4,5,6,9,10,11,16],PCs:[9,13],RMS:16,Such:[4,10,16],That:[0,1,3,5,8,9,10,16],The:[8,11,14,15,17,18],Then:[0,1,2,3,4,6,7,8,9,10,11,14,16],There:[0,1,3,4,6,7,9,10,12,14,15,16,17],These:[0,1,3,6,7,8,9,10,11,14,16],Use:[1,4,7],Useful:[3,4,14],Using:[1,3,4,6,8,10,14],With:[1,3,4,6,7,8,9,10,14,16],__class__:8,__doc__:4,__future__:[6,7],__getattr__:[],__init__:2,__mosek:3,__name__:8,_auto10:[4,10],_auto12:4,_auto1:[3,4,5,10,11,14,16],_auto2:[3,4,10,11,14,16],_auto3:[3,4,10,11,14],_auto4:[4,10,11,14],_auto5:[4,10,11,14],_auto6:[4,10,14],_auto7:[4,10,14],_auto8:[4,10],_auto9:[4,10],_ax:[],_base:6,_build:[13,18],_check_optimize_result:[5,9],_compon:9,_coordinate_desc:4,_datafram:[],_depth:7,_fraction:7,_lambda:4,_leaf:7,_logist:[5,9],_make_index:[],_make_vjp:11,_multilayer_perceptron:[1,2],_node:[7,11],_num_sampl:[],_ratio:9,_sampl:7,_split:[4,7],_test:4,_trace:11,_valu:11,_varianc:9,_weight:7,a0faa0:[7,8],a77d5ac269b2:[],a_0:1,a_1a:1,a_2a:1,a_3:1,a_3a:1,a_4:1,a_4a:1,a_h:2,a_i:[1,2,10],a_j:[2,10],a_k:[2,10],aaron:18,ab_channel:13,abandon:2,abbrevi:15,abid:16,abil:[1,8],abl:[2,3,4,5,8,10,11,16],abort:16,about:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,18],abov:[0,1,2,3,4,5,6,7,8,9,10,11,14,16],abovement:4,abs:[0,1,3,11],abscissa:11,absolut:[1,3,4,11],acccess:[],acceler:11,accept:[1,4,7],access:[1,9,16],accid:4,accmod:3,accompani:1,accomplish:[6,7,11],accord:[0,1,2,3,4,7,10,11,16],accordingli:9,account:[1,3,11,16],accumul:[10,16],accur:[1,4,8,11,16],accuraci:[1,2,3,4,5,7,8,9,10],accuracy_scor:[1,2,8],accuracy_score_numpi:2,achiev:[1,2,3,4,6,10,14],aco:16,acquaint:13,acquir:[2,13],acr:1,across:[2,4,7,13],act:[2,14],action:16,activ:[0,1,7,15],actual:[1,2,3,4,6,9,14],ada_clf:8,adaboostclassifi:8,adadelta:11,adagrad:11,adam:2,adapt:[1,4,11,18],add:[1,2,3,4,6,8,9,10,16],add_subplot:[0,2,5,10],added:[1,2,3,4,6,11,14],addendum:3,adding:[0,2,14],addit:[0,1,3,4,5,6,7,8,10,11,13,14,16,17,18],addition:[10,11],address:[2,7,9,11,18],adjac:10,adjoint:3,adjust:[1,3,10,11],admir:1,advanc:[4,10,18],advantag:[2,3,4,8,11,14],afecionado:[],affect:[],affin:[1,6,9],aficionado:[],aforement:0,african:1,after:[0,1,2,3,4,7,9,10,11,13,14,16],afterward:1,again:[0,1,2,3,4,5,6,8,9,10,11,16],against:[2,5,8],age:[1,5],agegroup:5,agegroupmean:5,aggreg:[7,8],agorithm:8,agre:[3,4,16],ahead:7,aid:9,aim:[0,1,2,4,5,9,13,14],ainv:3,aka:3,alarm:3,albeit:0,algebra:[1,3,11,13,15],algo:16,algorithm:[1,2,3,4,5,6,11,13,14,15,16,18],align:[1,3,4,5,6,11,16],all:[0,1,2,3,4,5,7,8,9,10,11,13,14,15,16,17,18],allevi:[2,11],alloc:14,allow:[1,2,3,4,6,8,11,13,14],almost:[1,2,4,6,9,11,16],alon:7,along:[0,3,4,7,8,9,13,14],alpha:[0,1,2,3,4,5,6,7,8,11,16],alpha_:8,alpha_i:11,alpha_k:11,alpha_m:8,alpha_opt:11,alreadi:[3,4,8,10,13,14,16],also:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,18],alter:[2,16],altern:[1,2,3,4,5,6,7,9,11,14],although:[2,3,4,6,8,11],alwai:[0,1,3,4,10,11,16],ame2016:1,american:1,among:[1,3,7,8,10],amongst:3,amount:[0,1,2,4,6,8,13],an_:16,anaconda3:[1,2,4,5,6,9,11],anaconda:[1,2,13],analog:11,analys:[4,16],analysi:[2,5,14,15,18],analyt:[1,3,4,5,10,11,13],analyz:[1,2,3,4,16],andrew:2,angl:[1,7,16],ani:[0,1,2,3,4,5,6,7,8,10,16],anim:10,ann:10,annot:[1,2,5,6],anoth:[1,2,3,4,5,6,8,9,10,11,14,16],ans:[11,16],ansatz:1,answer:[1,2,3,4,14],antialias:4,anymor:[2,6],anyon:6,anyth:[2,16],anytim:17,apach:2,apart:[9,11],api:[2,13],appear:[1,2,11,14,16],append:[2,6,7,11,16],appendcon:3,appendvar:3,appli:[1,2,4,5,6,7,8,9,10,11,16,18],applic:[1,2,3,4,5,7,10,11,15,16,18],approach:[2,3,4,7,8,9,10,11,13,16,18],appropri:[4,7,10,11,13,16],approx:[1,4,8,9,11,16],approxim:[1,2,3,4,5,8,9,11,16],apt:[1,13],aptli:0,aragorn:[],arang:[2,4,5,7,8,10],arbitrari:[2,4,6,10,11,16],arbitrarili:[1,2,9],arc:4,architectur:[10,18],area:[1,4,18],arg:11,argc:16,argmax:[2,9],argmin:[0,8],argnum:11,argsort:9,argu:[2,11],arguabl:0,argument:[1,3,9,10,11,16],argv:16,aris:[1,4,10,11,16],arithmet:[1,11,14],arm:4,arma:16,armadillo:[14,16],around:[1,2,3,4,9,16],arrai:[0,1,2,3,4,5,6,7,9,10,11,13,16],arraybox:11,arriv:[1,4,7,9,14,16],arrow:10,arrowprop:6,art3d:11,art:[1,2,13],articl:[0,1,4,8,16],artifici:[1,5,10,18],artificialneuron:10,artist:[],arug:11,asarrai:[1,4,7],asc:3,ascii:16,ask:[3,4,9,10],aspect:[1,4,13],assembl:1,assess:[1,4],assign:[0,1,5,6,7,10,11,15,18],assign_points_to_clust:0,associ:[0,1,4,7,10,16],assum:[0,1,2,3,4,5,6,7,8,9,10,11,14,16],assumpt:[1,3,4,7,9,16],ast:[1,3,4],astyp:[7,8],asymmetri:1,asymptot:4,atoi:16,atom:1,attempt:[1,4,5,6,8],attend:15,attent:[1,14],attr:[],attract:[1,8],attribut:[1,7,11],attributeerror:11,audi:1,aurelien:[1,15,18],austfjel:4,author:[1,2,8,16],authour:1,auto:[7,8,16],autocor:16,autocorrelation_tim:16,autocorrelform:16,autocovari:16,autoencod:13,autoencond:13,autograd:[11,13],autom:[1,13],automac:14,automag:[],automat:[1,2,9,13,14],autonom:18,avail:[1,2,4,8,9,13,14,15,18],averag:[0,1,2,4,7,8,11,16,17],avg:16,avoid:[0,1,3,4,7,9,11,14],awai:[4,16],awar:8,award:17,axes3d:[4,11],axes:[1,5,6,7,8,9],axes_grid1:4,axessubplot:1,axhlin:6,axi:[0,1,2,4,5,6,7,8,9,10,11,16],axiom:3,axlabel:1,axvlin:6,b_1:[10,11],b_2:11,b_5:11,b_group:7,b_i:[1,2,10],b_ia_:1,b_index:7,b_j:[2,10],b_k:[2,10,11],b_m:10,b_score:7,b_valu:7,bachelor:15,back:[1,3,4,6,7,8,14,15,16],backbon:14,backend:2,background:[15,18],backpropag:2,backtrack:7,backup:14,backward:[2,10,14],bad:[4,16],badli:16,bag:[7,13,15],bag_clf:8,baggin:[],baggingboot:8,baggingclassifi:8,baggingtre:8,balanc:4,band:14,bandwidth:14,bar:[1,4,9],barber:18,bare:8,barebon:0,base:[0,1,2,3,5,6,7,8,13,16,17,18],basi:[3,5,6,8,9,10,11,14],basic:[4,6,10,11,13,15,16],batch:[9,10,11],batch_siz:2,bay:5,bayesian:[3,13,18],be0d226abb41:[],becaus:[0,1,2,3,4,6,7,10,11],becom:[0,1,2,3,4,5,7,10,11,16],been:[1,2,3,4,9,10,11,13,14],befor:[0,1,2,3,4,5,6,10,11,14,16],beforehand:[0,1,16],begin:[0,1,2,3,4,5,6,7,9,10,11,14,16],behav:[2,4,11],behavior:[1,2,11],behaviour:10,behind:[1,2,4,6,11],being:[0,1,2,3,5,6,8,9,10,11,16],believ:[7,14],belong:[0,3,5,6,7,11],below:[1,2,3,4,5,6,7,8,9,10,11,14,16],benchmark:8,bendik:17,benefici:[2,11],benefit:[1,2,9,11,13],bengio:[2,15,18],benign:[2,5],besid:3,bessel:3,best:[0,1,2,3,4,5,6,7,8,10,11,16,17],beta:[1,2,3,4,5,8,9,11],beta_0:[1,2,3,4,5,11],beta_0x_:1,beta_1:[1,2,3,4,5,8,11],beta_1x_0:1,beta_1x_1:[1,5],beta_1x_2:1,beta_1x_:1,beta_1x_i:[5,11],beta_2:[1,11],beta_2x_0:1,beta_2x_1:1,beta_2x_2:[1,5],beta_2x_:1,beta_:[1,4,5,11],beta_i:[1,3],beta_j:[1,3,4,11],beta_k:11,beta_linreg:11,beta_m:8,beta_mg_m:8,beta_p:5,beta_px_p:5,betavalu:3,better:[0,1,2,4,7,8,9,10,11],between:[0,1,2,3,4,5,6,7,9,10,11,16],beyond:[1,2,3,4,6,11],bia:[1,2,3,6,7,8,10,11,15,16],bias:[2,3,4,7,10],big:[0,1,2,3,4],bigger:[2,4],bigr:10,bike:7,bilbo:[],bilek:17,billion:[10,13],bin:[1,5,16],binari:[1,3,5,7,8,10,15,16],bind:1,binomi:13,binsboot:4,bioinformat:1,biolog:[2,10,18],bios1100:13,bird:1,birth:[],bishop:[15,18],bit:[0,2,14,16],bitwis:16,bla:[3,14],black:[0,6,7],block:[0,4,8,13,14],blockingavg:16,blockingstd:16,blockingvar:16,blocksiz:16,blocksizemax:16,blocksizemin:16,blue:1,bmatrix:[1,2,3,5,6,9,11,14],bmi:2,bodi:[1,2,10],bold:2,boldfac:[1,3],boldsymbol:[0,1,2,3,4,5,6,8,9,11],boltzmann:[10,13],book:18,bool:0,boost:[2,7,13,15],boostrap:8,bootavg:16,bootstd:16,bootstrap:[2,13,15],bootvar:16,bootvec:16,borrow:[],boston_dataset:1,bot:6,both:[0,1,2,3,4,6,7,8,11,13,14,16,17],bottl:5,bottom:[],bound:[1,3,6,10],boundari:[6,9,10],boundkei:3,box:7,boyd:[6,11],bracket:16,brain:[2,5,10],branch:7,breast:[3,5,9],breviti:11,brew:[1,13],brg:6,briefli:1,bring:[1,3,4,8],broad:1,broadcast:0,browser:[],brute:[3,9],bsol:[],bsubex:[],build:[1,3,4,8,14,16],built:[1,2,4],bunch:9,busi:1,bzl:3,c46dd114b2af:6,c_0:16,c_1:10,c_2:10,c_3:10,c_4:10,c_i:[10,11],c_k:16,cabc613b8702:[],cach:8,cal:[1,6,8,10,11],calcul:[0,1,2,3,4,6,7,8,9,10,11,14],call:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16,18],callabl:[],calor:1,cambridg:[11,18],came:0,can:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16,18],cancel:[1,11],cancer:[3,8],cancerpd:5,candid:[6,7,8],cannot:[1,2,3,4,5,6,7,15,16],canopi:[1,13],cap:3,capabl:[1,2,6,11,13],capita:1,captur:[9,10],card:[1,5],cardin:2,care:[0,9],carefulli:11,carlo:[1,4,13,16,18],carri:[4,5],cart:8,casella:18,cast:2,categor:[1,2,7,9],categori:[0,1,2,5,8,10,15],categorical_crossentropi:2,caus:[1,3,4,16],causal:1,causat:1,cax:2,cbar:2,ccc:[3,10],cd_fast:4,cdf:16,cdot:[0,1,4,10,11,14,16],celebr:11,center:[0,1,2,4,5,6,7,9,16],centr:18,central:[1,3,4,6,14],centroid:[0,16],centroid_differ:0,centroid_list:0,certain:[0,1,4,5,7,16],cha:1,chain:[2,11,13,16],challeng:0,chanc:[2,3,11,16],chang:[0,1,2,3,4,6,7,9,10,11,14,16],chapter:[0,1,4,8,9,14,15,18],charact:[1,3,6,16],character:[6,7,8,10,16],characterist:[1,2,8,11],charg:1,charl:1,chd:5,chddata:5,cheap:3,cheaper:[2,11],chebychev:0,check:[1,2,3,9,11,14],check_consistent_length:[],chemic:16,chen:8,choic:[0,1,2,4,7,10,11,14,16],choleski:[3,14],choos:[0,4,7,8,9,11,16],chosen:[1,2,4,6,7,8,11,16],chosen_datapoint:2,christian:18,christoph:[15,18],cin:16,circ:[2,10],circl:[1,6,10],circumfer:7,circumv:[2,3,11],clariti:[0,16],class_nam:7,class_val:7,class_valu:7,classic:[5,7,11],classif:[1,3,4,5,6,9,10,13,15,18],classifi:[1,2,5,7,8,9],classificaton:2,classifii:8,clean:2,clear:[2,3,8,10,11],clearer:0,clearli:[1,3,4,5,6,16],clever:[0,2,8],clf3:1,clf:[1,4,6,7,8],clf_lasso:4,clf_ridg:4,clip:16,close:[0,1,2,4,6,7,9,10,11,16,18],closer:[3,11],closest:[0,6,9,11],closur:13,cloud:13,clust:0,cluster:[1,2,4,9,13,15],cluster_label:0,cmap:[1,2,4,6,7,8],cmap_arg:4,cmath:16,cmb:15,cmd:7,cn_:16,cnn:[10,15],cntk:13,code:[4,5,6,11,13,14,15,18],coef0:6,coef:1,coef_:[1,3,4,6,7,11],coeff:3,coeffici:[1,3,4,5,6,7,11,14],coerc:[1,4],coin:[8,16],coin_toss:8,col:[1,9],colab:13,cold:7,colinear:1,collaps:6,collect:[1,4,8,9,13,16,18],collinear:3,color:[1,4,6,7,8,16],color_cod:4,colorbar:[2,4],colsample_bytre:8,colsaobject:8,column:[1,2,3,4,5,6,7,9,10,14],columntransform:7,com:[4,13,17,18],combin:[2,3,4,5,8,16],come:[0,1,2,3,10,11,15],comma:[],command:[1,2,16],comment:[1,3,4],commerci:[1,13],commod:1,common:[0,1,2,3,4,5,7,9,16],commonli:[0,1,2,4,5,7,11],commun:[1,10],compact:[0,1,2,3,4,5,7,9,10,11],compar:[0,1,3,4,9,11,14],comparison:11,compat:5,compet:1,competit:8,compil:[1,2,13,14,16],complet:[1,7,10],completenn:10,complex:[2,3,6,7,9,10,11],complic:[0,1,2,7,11],compon:[0,1,2,3,4,5,7,13,15],components_:9,compos:[0,7,10],compphys:[4,13,15,18],compress:1,compris:4,compromis:3,compulsori:13,comput:[0,1,2,3,4,5,6,8,9,10,11,13,14,15,18],computation:[1,4,7,11,16],con:3,concaten:[0,4],concav:[2,11],concentr:[1,8],concept:[0,1,13],conceptu:[10,11],concern:[0,1,2,5],concic:[],conclud:[1,3],conclus:2,conda:[1,2,13],condit:[1,3,4,6,7,9,11,16],conduct:13,coneqp:3,confid:[1,3,4,5,6],confirm:[3,10],confus:[3,4,8,14],confusion_matrix:7,congruenti:16,conjug:6,conjugaci:11,connect:[1,2,7,9,10,11,14],consequ:[3,4,6,8,10,11],conserv:[0,3],consid:[0,1,2,3,4,5,6,7,8,10,11,14,16],consider:[1,2,3,11],consist:[1,2,4,10,11,16],constant:[1,3,4,6,10,11,16],constitu:1,constitut:4,constrain:[2,3,5,9],constraint:[3,4,6,11],construct:[1,2,3,4,5,6,7,8,9,14,16,18],contact:1,contain:[0,1,3,4,5,6,7,9,10,11,14,16,18],contemporari:18,content:[2,13,14],context:[4,8,11],continu:[1,2,3,4,5,6,7,8,10,11,14],contour:[7,8,11],contourf:[6,7,8],contrast:[2,7,8,10],contribut:[1,3,16],contributor:1,control:[1,2,7,11,13],conveni:[1,3,4,10,11,14],convent:10,converg:[0,1,2,3,4,5,6,9,11],convergencewarn:[1,2,4,5,6,9],convert:[1,2,3,7,9,11,14],convex:[3,5],convinc:11,convolut:[2,13,15],cool:7,coolwarm:4,coordin:[0,3,10],coorel:1,copi:[0,1,2],core:[8,11],corel:1,coronari:5,corr:[1,3,5,9],correalt:[9,13],correct:[0,1,2,3,11,14,16],correctli:[2,4,8],correl:[1,2,3,4,5,8,10,11,13],correlation_matrix:[1,3,5,9],correspond:[0,1,3,4,6,7,9,10,13,14,16],cortex:10,cos:[1,4,7,11],cosin:[0,4],cost:[1,3,4,5,6,7,10,11,16],could:[1,2,3,4,5,6,7,8,9,10,11,14,16],coulomb:1,count:[1,7,15,16,17],countor:11,coupl:[3,4],cours:[1,2,3,9,15,16],courvil:[15,18],cout:16,cov:[3,4,9,14,16],cov_xi:[3,9],cov_xx:[3,9],cov_yi:[3,9],covari:[1,5,13,14],covariance_matrix:[0,3,9],cover:[1,3,12,13,15,18],covert:1,covxi:16,covxx:16,covxz:16,covyi:16,covyz:16,covzz:16,cpu:2,creat:[2,3,7,8,9,10,13],create_biases_and_weight:2,create_neural_network_kera:2,create_x:[3,9],credit:[1,5],crim:1,crime:1,criteria:[0,1,7,8,16],criterion:[7,8,11],critic:4,cross:[1,2,5,7,8,11,13,15,16],cross_val_scor:4,cross_valid:[5,8],crossvalid:4,crucial:[2,16],csr_matrix:14,cstdlib:16,csv:[1,4,5,7],ctnk:2,cubic:1,cumbersom:3,cumsum:[8,9],cumul:8,cumulative_heads_ratio:8,cup:3,current:[0,2,11],curs:1,curv:[4,5,8,10],curvatur:11,custom:[0,3,4],custom_cmap2:[7,8],custom_cmap:[7,8],cutpoint:7,cvxbook:11,cvxopt:[3,6],cyber:18,cycl:[0,2,10,16],d985fb40c43d:4,d_f:11,dagger:[3,14],dai:[2,7,13],dalen:17,darget:7,darkr:16,dat:1,dat_id:[1,4,5,7],data1:0,data2:0,data3:0,data4:0,data:[0,3,6,8,10,11,14,18],data_id:[1,4,5,7],data_indic:2,data_panda:[],data_path:[1,4,5,7],databas:2,datafil:[1,4,5,7],datafram:[1,3,5,7,9],datapoint:[2,3,4,5,9,11],dataset:[0,1,4,5,6,7,8,9,11],date:1,daughter:8,david:18,dbh:2,dbo:2,dcomposit:14,dcost:3,dead:2,deal:[0,1,2,3,4,6,9,11,14,16],debt:5,debug:[3,4],decad:1,decai:[1,11,16],decent:8,decid:[1,3,4,7],decim:1,decis:[1,2,6,9,13,15,18],decision_funct:6,decision_tre:7,decisiontreeclassifi:[7,8],decisiontreeregressor:[1,7,8],declar:[1,14],decompos:[3,4,14],decomposit:[1,4,10,15],decompost:3,decorrel:[8,11],decreas:[2,3,4,8,9,11],deduc:1,deep:[5,10,11,13,15,18],deep_tree_clf1:7,deep_tree_clf2:7,deep_tree_clf:[7,8],deepen:[3,13],deeper:[0,1],deeplearningbook:18,def:[0,1,2,3,4,5,6,7,8,9,11,16],def_covari:16,defect:3,defici:3,defin:[0,1,3,4,5,6,7,8,9,10,11,14,16],definit:[0,2,3,4,6,8,9,10,11,14],defint:16,degre:[3,4,6,7,8,9,16],del:2,delet:[4,16],deliv:15,delta:[0,1,4,6,10,11,16],delta_:[2,14],delta_h:[1,2],delta_j:10,delta_k:10,delta_l:2,delta_n:1,delug:13,delv:1,demand:11,demonstr:[1,3,4,5,9,10,13],denomin:[2,3],denot:[2,4,5,11,16],dens:[0,2],densiti:[0,1,4,16],depart:17,depend:[0,1,2,3,4,5,6,9,10,11,13,16],depict:16,deploy:[1,13],deprec:1,depth:[1,7,8,14],deriv:[1,2,4,5,6,8,9,11,13],descend:[3,7,9],descent:[1,2,5,6,10],descr:1,describ:[0,1,3,4,6,8,9,10,11,14],descript:[0,1,6,7],design:[1,2,3,4,5,8,9,10,11],designmatrix:1,desir:[0,1,3,11],despit:[2,10],destroi:14,det:[3,14],detail:[0,1,4,9,11,14],detect:[6,10],determin:[1,3,4,6,7,8,9,10,11,14,16],determinist:[5,11,16],dev:[2,16],develop:[0,1,3,6,8,9,10,13,14],deviat:[1,2,3,4],devis:10,df1:[],diag:[3,6],diagnost:[2,8],diagon:[1,3,5,11,14,16],diagonaliz:3,diagram:8,diagsvd:4,dice:4,dict:[4,6],dict_kei:1,dictionari:1,did:[0,1,2,3,4,5,8,9],die:2,diffeent:6,differ:[0,1,2,3,4,7,8,9,10,11,13,14,16,18],differenti:[13,14],differential_oper:11,difficult:[0,1,2,4,8,11,16],difficulti:[1,2,11],digit:[1,2,4,15,17],dilemma:11,dilut:2,dim:[0,9],dimens:[0,1,2,3,6,9,14],dimension:[0,1,3,4,7,9,11,13,14],dimensionless:1,diment:14,dimes:0,direct:[0,1,2,9,10,11],directli:[0,2,3,4,16],directori:[],disadvantag:1,disappear:4,discard:[4,9],disciplin:[1,10],disclaim:16,discourag:11,discov:1,discover:3,discret:[2,3,5,11],discrimin:[5,8,9],discuss:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,18],diseas:5,disguis:4,disk:[],disord:[2,5],displai:[0,1,2,3,4,5,6,7,8,9,10,16],displaystyl:[1,3],displot:1,disregard:1,dissimilar:[0,9],dist:0,distanc:[0,1,6,7,9,16],distance_list:7,distinct:[0,5,6,7,8],distinctli:6,distinguish:[1,5,6,16],distplot:1,distribut:[0,1,2,4,5,8,9,11,13,14],distrubut:[1,13],div:3,dive:[1,6],diverg:[2,11],divid:[1,2,3,4,6,7,9,10,16],divis:[4,6,7,11,14,16],dna:5,dnn:[1,2,10],dnn_kera:2,dnn_model:2,dnn_numpi:2,dnn_scikit:[1,2],doamin:[],doc:[4,13,15,18],doconc:[],document:[5,9,11],doe:[0,1,2,3,4,6,8,9,10,11,14,16],doesn:[7,10],dog:2,doi:0,doing:[1,3,4,9],domain:[3,6,11],domin:1,don:[0,1,2,3,4,6,9,11,13,16],done:[0,1,3,4,7,8,9,11,14,16],dot:[1,3,4,5,6,7,8,9,10,11,14,16],doubl:[14,16],doubli:2,down:[1,4,7,9,10,11],download:[1,2,3,4,14,18],dozen:2,drag:11,dramat:9,draw:[4,8,11],drawback:[1,2,11],drawn:[2,4,5,9,16],dre:3,drop:[1,2,3,4,9,11,16],dropna:[1,4],dtype:[0,1,2,14],dualiti:4,dub:1,due:[0,2,3,4,6,8,10,11],dummi:1,dure:[1,2,6,7,9,13],dwell:1,dwh:2,dwo:2,dx_1:16,dx_1p:4,dx_2p:4,dx_mp:4,dx_n:16,dxp:4,dying:2,each:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,17],eapprox:1,earli:[2,11],earlier:[1,3,5,6,7,9,10,11],earthexplor:4,eas:[0,4,7],easi:[1,3,4,5,6,7,8,9,10,11,13,14],easier:[3,4,6,7,11,16],easiest:11,easili:[1,2,3,4,5,6,7,8,9,10,11,14],eastern:17,ebind:1,eblock:7,econometr:[],economi:3,ecosystem:13,ect:15,edgecolor:4,edit:[],edu:11,educ:1,eface79dac2c:8,eff:16,effect:[2,8,11,16],effic:2,effici:[1,8,11,13,14,16],efron:[4,16],egrad:11,eig:[3,9,11,14,16],eigen:16,eigenpair:[3,9],eigenvalu:[1,3,6,9,11,14],eigenvector:[3,9,11],eight:14,eigval:[14,16],eigvalu:[9,11],eigvec:[14,16],eigvector:[9,11],eispack:14,either:[1,2,3,4,5,6,7,8,9,11,16],ekstrom:17,elabor:16,electr:[1,10],electur:18,eleg:9,element:[2,3,4,5,6,9,10,11,13,14,15,18],elementari:[8,11,14],elementwis:11,elementwise_grad:11,elessar:[],elif:0,elim:14,elimin:[3,6],els:[2,5,7,10,11,16],elu:2,elus:1,email:[15,17],embed:[1,9],embodi:4,emit:16,emner:[15,18],emphas:[1,8,13],emphasi:[1,13,18],empir:[2,9,16],emploi:[1,2,3,4,9,11,16],employ:1,empti:[4,8],emul:10,enabl:9,enbodi:4,encapsul:0,encod:[0,1,3,7,9],encompass:[1,16],encount:[1,2,3,4,5,11,16],end:[0,1,2,3,4,5,6,7,8,9,10,11,14,16],end_box:11,end_nod:11,end_valu:11,endl:16,endpoint:[4,16],energi:[1,4],enet_coordinate_desc:4,enforc:10,eng:18,engin:[1,2,13,16],english:18,enough:[1,4,11],ensembl:[2,7,15,16],ensur:[1,2,3,4,9,11,16],enter:[3,4,16],enthought:[1,13],entir:[2,5,7,13,16],entiti:[7,10,14],entri:[1,3,6,9,10,14],entropi:[2,5,8,11],enumer:[1,2,4,6],env:[3,16],environ:[13,18],eol:1,eosfit:1,epoch:[1,2,10,11],epsilon:[1,3,4,5,11],epsilon_0:1,epsilon_1:1,epsilon_2:1,epsilon_:1,epsilon_i:1,eqnarrai:[3,4],equal:[0,1,2,3,4,6,7,9,10,11,14,16],equat:[0,2,3,4,5,6,7,8,9,11,14,16],equilibrium:10,equiv:[11,14,16],equival:[1,2,3,6,9,11,13,14],erf:16,eriador:[],eridg:[],err:[1,8],err_:4,errat:11,errno:[],error:[2,3,4,5,7,9,10,11,13,16],error_estimate_corr_tim:16,error_hidden:2,error_output:2,escap:11,esl:0,esol:[],especi:[2,7,10,11],essenti:[0,1,3,4,7,8,10,16],establish:[1,4,8,9],estim:[1,2,3,4,5,8,9,11,13,16],estimated_mse_fold:4,estimated_mse_kfold:4,estimated_mse_sklearn:4,esubex:[],eta0:[6,11],eta:[1,2,6,10,11],eta_:11,eta_t:11,eta_v:[1,2],etc:[0,1,2,3,5,6,7,9,10,11,13,14,16],ethic:13,etsim:4,euclidean:[0,1],evalu:[1,3,4,7,11,16],evalut:11,even:[0,1,2,3,4,6,7,8,9,10,11,13,14,16],event:[3,5,8],eventu:[3,4,9,10,11,17],everi:[0,1,2,3,4,7,8,9,10,11,13,16],everyth:10,everywher:11,evolv:1,exact:[1,3,9,10,11,14,16],exactli:[1,4,10,13],examin:4,exampl:[3,9,10,11,13,14,15,18],exce:[2,10,11],excel:[0,1,2,3,8,18],except:[3,4,6,7,16],excess:1,excit:1,exclud:[2,4,10],exclus:[1,2,4,16],execut:[3,11],exemplifi:11,exercis:[3,13,15],exhaust:4,exhibit:[1,3,4,6],exist:[0,1,2,3,4,5,6,7,11,14,18],exit:[3,14,16],exp:[1,2,3,4,5,6,8,9,10,11,16],exp_term:2,expand:[3,5,9,11],expans:[1,3,6,8,10,11],expect:[1,2,3,4,5,9,10,11,13],expectation_value_of_h_wrt_p:16,expens:[4,8,11,16],experi:[1,2,4,6,11,13],experiment:[1,4,7,16],expert:[2,7],explain:[0,1,4,7,8,9,11,16],explained_variance_ratio_:9,explanatori:1,explicit:[1,4,11,14],explicitli:[0,1],explod:2,exploit:[1,10,11],explor:[2,4,6,11,13],expon:2,exponenti:[1,2,3,4,8,11],export_graphviz:7,export_text:7,exporttext:7,expos:13,express:[1,3,4,5,8,10,11,14,16],exptmean:16,exptvari:16,extend:[3,5,9,11,13],extens:[1,10,13],extent:[1,2,4,18],extern:[4,7],extra:[2,3],extract:[1,3,4,5,6,9,11,14],extrapol:1,extrem:[0,1,2,3,4,5,6,7,11,14],extremum:11,extrins:9,eye:[0,1,3,4,11,14],f11:1,f12:1,f13:1,f1_grad:11,f1d:11,f2_grad_x1:11,f2_grad_x1_analyt:11,f2_grad_x2:11,f2_grad_x2_analyt:11,f3_grad:11,f3_grad_analyt:11,f4_grad:11,f4_grad_analyt:11,f5_grad:11,f6_grad_analyt:11,f6d7a289d493:14,f7_grad:11,f7_grad_analyt:11,f8_grad:11,f9_altern:11,f9_alternative_grad:11,f9_grad:11,f_0:8,f_1:[8,11],f_2:[10,11],f_3:10,f_d:16,f_grad:11,f_grad_analyt:11,f_i:[4,10],f_m:8,face:11,facecolor:[4,6,16],facil:[1,13],facilit:10,fact:[1,2,3,7,9,10,11],factor:[1,2,3,4,7,8,9,11,14,16],factori:11,fade:4,fafab0:[7,8],fail:[1,4,5,6,9,11,17],failur:5,fairli:[0,2,16],fall:[6,7,15],fals:[0,1,2,3,4,5,7,8],famili:[1,5,6,16],familiar:[1,3,4,6,13,14,16],famou:[4,10,14],far:[0,1,3,4,6,9,10,11,16],fashion:[1,7,8],fast:[2,4,8,10,11,13,16],faster:[2,9],fastest:11,favor:5,favorit:16,fe5b9d300cc0:4,featur:[1,2,3,4,5,6,8,9,10,11,13,16],feature_nam:[1,2,5,7],feautur:7,fed:2,feed:[1,9,13,15],feed_forward:2,feed_forward_out:2,feed_forward_train:2,feedforward:[2,10],feel:[0,1,3,4,9,11,13,17],feet:1,fetch:4,few:[0,2,3,7,12,16],fewer:[1,7,9],ffnn:[2,10],field:[1,4,10,13],fifth:[1,4],fig:[0,1,2,4,5,10,11],fig_id:[1,4,5,7],figaxi:16,figsiz:[1,2,4,5,6,7,8],figur:[0,1,2,3,4,5,6,7,8,10,11,13],figure_id:[1,4,5,7],figurefil:[1,4,5,7],file:[1,2,3,4,5,6,7,14,16],filenam:[1,16],filenotfounderror:[],fileout:16,fill:[3,7],financ:1,find:[0,1,2,3,4,5,6,7,8,9,10,11,13,16],fine:[0,1],finit:[3,4,10,11,16],first:[0,1,2,3,4,5,6,7,8,9,11,14,15,16,18],firsteigvector:9,fit:[2,3,4,5,6,7,9,10,11,16],fit_beta:4,fit_intercept:[1,3,4],fit_mod:7,fit_transform:[1,4,6,7,9],fiti:1,five:[1,7],fix:[1,4,8,9,10,11],fixedformatt:4,fixedloc:4,fkkt:3,flag:0,flat:[10,11],flatten:[2,3],flexibl:[1,2,4,6,8,10],float32:7,float64:[1,14],flop:[3,14],flow:[2,10],fluctuat:3,fly:9,flyvbjerg:16,fmesh:11,focu:[1,3,4,13,18],focus:[2,4,5,14],fold:[4,7],folder:[1,4],follow:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,17,18],font:[1,5,16],fontdict:16,fontsiz:[2,4,6,7,8,16],fontweight:2,foral:6,forc:[1,3,4,8,9],forecast:10,forelesningsvideo:15,forest:[1,2,7,13,15],forget:9,form:[1,3,4,5,6,7,9,10,11,13,14,16],formal:[0,16],format:[1,2,4,5,6,7,8,9,13,16,18],formatstrformatt:[4,11],formul:[0,4,9],formula:[11,16],forth:10,fortran2003:13,fortran90:16,fortran:[1,13,14],fortun:[1,9],forward:[1,4,13,14,15],found:[2,3,4,10,11],foundat:13,four:[3,4,6,10,14,15],fourier:1,fourth:10,frac:[0,1,2,3,4,5,6,7,8,9,10,11,14,16],fraction:7,frame:5,framework:[2,6,8,16],frank:[3,9],frankefunct:[3,4,9],free:[1,4,9,11,13,14,16,17,18],freecodecamp:13,freedom:3,freeli:1,frequenc:[4,5,16],frequent:[1,6,7,11],frequentist:13,fresh:8,fret:0,fridai:15,friedman:[4,15,18],frodo:[],from:[0,1,2,4,5,6,7,9,11,13,14,15,16,17,18],from_cod:7,front:[1,3],fruit:0,fstream:16,fulfil:[3,10],full:[1,2,3,5,7,8,11,16],full_matric:3,fulli:[4,10,15,16],fun:[11,13],func:[],functionali:9,fundament:[1,4,13],further:7,furthermor:[1,3,4,5,9,10,11,13],futur:[1,6,7],futurewarn:1,fys:[15,17],g_1:8,g_2:8,g_m:8,gain:[0,2,3,7,8,11],galleri:1,gamge:[],gamma1:6,gamma2:6,gamma:[1,6,7,8,9,11],gamma_0:8,gamma_1:8,gamma_1x:8,gamma_:1,gamma_i:[1,6,16],gamma_j:11,gamma_k:11,gamma_m:8,gamma_x:1,gap:[3,4,6],gate:10,gather:[1,2,10],gaug:10,gaussbacksub:14,gaussian:[0,3,4,6],gaussian_point:0,gaussian_rbf:6,gave:11,gbc:15,gca:[4,6,11],gd_clf:8,gdclassiffiercgain:8,gdclassiffierconfus:8,gdclassiffierroc:8,gdm:11,gdregress:8,gemv:3,gen:16,gender:1,gener:[0,1,2,3,4,6,8,9,10,11,14,18],generallay:10,generate_simple_clustering_dataset:0,genom:13,geodes:9,geometr:[1,11],geometri:3,georg:18,geotif:4,geq:[3,6,7,11],geron:[1,15,18],get:[0,1,2,3,4,5,7,8,9,11,13,14,16],get_distances_to_clust:0,get_dummi:7,get_split:7,get_yaxi:6,get_yticklabel:4,getattr:[],getsolutionslic:3,gibb:13,gini:8,gini_index:7,git:[1,13],github:[1,4,13,15,18],gitlab:[1,13],give:[0,1,2,3,4,5,6,7,8,10,11,13,15,16,18],given:[0,1,2,3,4,5,6,7,8,9,10,11,14,16],glare:0,global:[4,5,11,16],glorot:2,gmail:17,goal:[1,5,7],goe:[0,1,2,3,4,11,14],going:[1,2,3,4,6,7,9,10,11],golden:11,gone:3,gong:2,good:[0,2,3,4,7,8,9,11,13,15,16,18],goodfellow:[15,18],googl:[0,2,13],got:[2,4],gov:4,gpu:2,grad:11,grad_analyt:11,grade:15,gradient:[1,5,6,7,10,13,15],gradientboostingclassifi:8,gradientboostingregressor:8,gradual:[0,2],grai:4,graph:[2,7,9,10,11],graph_from_dot_data:7,graphic:[1,2,7],grasp:1,gray_r:2,great:[3,11],greater:[2,5,16],greatli:11,greedi:7,green:[1,7,16],grid:[2,4,5,6,10,16],grossli:11,ground:1,group:[0,1,4,5,7,13,15],groupbi:1,grow:[2,7,8],growth:1,guarante:[1,11,16],guess:[0,2,8,11],guestrin:8,guid:2,h21:15,h_1:11,h_2:11,h_m:8,habit:1,had:[1,2,4,5,11],hadamard:[2,10],half:[2,6,7],halv:8,hand:[1,2,3,9,10,11,13,14,15,16,18],handl:[1,2,3,7,9,13],handle_unknown:7,handsid:10,handwrit:10,handwritten:[2,3],happen:[0,2,3,4,8,11,16],hard:[2,5,6,8,11],hardcopi:13,harder:[1,2],has:[0,1,2,3,4,5,6,7,8,9,10,11,14,16],hasn:[1,2],hassl:[1,13],hast:13,hasti:[0,1,4,15,18],hat:[2,3,4,5,7,8,9,10,11,14,16],have:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16],haven:2,hdf5:[],head:[1,8,16],header:1,heads_proba:8,health:1,hear:1,heart:[1,5],heatmap:[1,2,5],heavili:1,heavisid:2,height:[2,4],held:11,help:[0,1,2,10,11],helper:0,henc:[1,3,4,6,7,8,10,11],her:5,here:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,18],hereaft:[1,6,10],hermitian:14,hessenberg:14,hessian:[1,3,11],heterogen:[7,8],hidden:[2,10],hidden_bia:2,hidden_bias_gradi:2,hidden_layer_s:[1,2],hidden_weight:2,hidden_weights_gradi:2,hierarch:[0,3],high:[0,1,2,3,4,7,8,9,11,13,14],higher:[1,2,3,4,6,11],highest:2,highli:[1,8,13,14,16,18],highwai:1,hing:6,hint:11,hip:13,hire:1,his:5,hist:[4,5,16],histogram:[1,4,5,16],histor:[5,9],histori:10,histplot:1,histtyp:[],hitherto:3,hjorth:17,hobbi:16,hoc:3,hoff:18,hold:[0,2,4,11,16],holder:1,home:1,homework:[4,11],homogen:[2,7,8,11],hopefulli:[1,9,16],horizont:9,hors:5,hot:[2,7],hour:[2,13,15,16,17],how:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18],howev:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16],hspace:[1,6,8,16],hstack:2,htf:15,html:[5,9,13,15,18],http:[4,5,9,11,13,14,15,18],huang:1,huber:1,huge:[2,13],human:[1,2,4,7,10],humid:7,hundr:2,hungri:2,hybrid:15,hydrogen:1,hyperbol:[2,10],hyperparam:6,hyperparamet:[0,3,4,7],hyperplan:9,i_1:[3,4],i_2:[3,4],ian:18,idea:[1,2,4,7,8,10,11,14,16],ideal:[0,1,4,6,11,16],idem:4,ident:[3,4,10,11,14],identical:3,identifi:[0,1,2,5,6,7,9,10,11],idum:16,ieor:16,ifi:18,ifs:13,ignor:[1,2,7],iii:14,ijca2016907841:0,illustr:[0,3,5,8,10,11,13],imag:[2,4,7,9,10,18],image_path:[1,4,5,7],imageio:4,imagin:2,immedi:[1,4,13],implement:[0,1,3,4,6,7,8,9,10,11],impli:[3,4,5,11,14],implicitli:[9,16],impos:[1,4,9,10],imposs:[1,3],impress:[1,10],improv:[0,1,3,7,8,9,11],impur:7,imread:4,imshow:[2,4],in3050:18,in4080:18,in4300:18,in5400:18,inaccur:11,inact:10,inadequ:1,inch:4,includ:[1,2,3,4,5,9,10,11,13,16,17,18],include_bia:[4,7],incom:10,inconsist:[],incorrect:2,incoveni:6,increas:[1,2,3,4,5,6,7,9,10,11,16],increasingli:16,ind:4,inde:[1,3,4],indent:16,indentationerror:16,independ:[1,3,4,5,6,10,11,16],index:[0,1,2,8,13,16,18],index_col:1,indic:[1,2,3,4,7,8,9,11],indispens:4,individu:[2,4,5,8,10,16],indu:1,indx:14,ineffici:[0,11],inequ:6,inequaltii:11,inertia:11,inf1000:13,inf1100:13,inf1100l:13,inf1110:13,inf3000:18,inf4490:18,inf5860:18,inf:1,infeas:7,infer:[1,2,4,18],inferenc:2,infil:[1,4,5,7],infin:[3,4,5,9],infinitesim:16,influenc:[4,8],influenti:2,info:[],inform:[0,1,2,4,7,9,10,11,14,18],infti:[4,11,16],ingeni:11,ingredi:[1,7],inher:4,inherit:14,initi:[0,1,2,4,8,11,14,16],initialis:16,inject:0,inlin:[0,1,2,3,4,5,6,7,8,9,10,11,14,16],inner:11,innov:18,inplac:11,input:[0,1,2,3,4,5,6,7,8,10,11,14,16],input_dim:2,inputs:2,inputs_shuffl:[1,2],insert:[3,4,6,8,16],insid:[1,5],insight:[1,2,3,13,18],insist:[4,11],inspir:[1,2,10,18],instal:[1,2,3,4,7],instanc:[1,2,4,7,9,11],instanti:8,instead:[0,1,2,3,4,6,7,9,11,14,16],institut:2,instruct:[1,2],int32:8,int64:1,int_0:16,int_:[4,16],int_a:16,intak:1,integ:[0,2,11,14,16],integer_vector:2,integr:[4,16],intellig:[0,1,18],intend:8,intens:2,intention:0,interact:[1,4,7,10,13],intercept:[1,4,6,9,11],intercept_:[1,4,6,7,11],interchang:[3,10,14],interconnect:2,interest:[1,2,3,4,5,6,7,10,13,15,16],interfac:[1,2,14],interior:[1,7],intermedi:14,intern:[2,8,10],interpol:[2,4,10],interpr:3,interpret:[1,2,4,7,8,10,11,14,16],interv:[1,3,4,5,11,16],intial:11,intimid:[],intract:1,intrins:[9,14,16],intro:[13,18],introduc:[1,2,3,4,6,8,10,11,14,16],introduct:[2,11,15,18],introductori:[1,14,18],intuit:[1,3,4,6,10,11],inv:[1,3,11],invalid:[2,6,14],invalu:[1,11,13],invari:2,invd:3,inver:6,invers:[1,4,11],invers_period:16,inverse_transform:6,invert:[1,3,5,8],invok:[1,6],involv:[1,4,5,9,10],iomanip:16,ios:16,iostream:16,ipca:9,ipynb:13,ipython:[0,1,2,3,4,5,6,7,8,9,11,13,14,16],irani:0,iri:[6,7],irreduc:4,irrelev:3,irrespect:1,isbox:11,isinst:11,isn:3,isnul:1,isomap:9,issu:[2,7,14],it_arrai:11,item:[1,11],items:14,iter:[0,1,2,4,5,6,9,11,16],itr:3,its:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,18],itself:[3,4,10,16],j_lasso_sk:4,j_ridge_sk:4,j_sk:4,jackknavg:16,jackknif:[4,13],jackknstd:16,jackknvar:16,jackknvec:16,jacobian:11,jargon:16,jensen:17,jerom:18,job:[6,8],join:[1,4,5,7],joint:3,journal:16,judg:11,judgement:4,julia:[13,14],jump:[0,16],jupyt:[0,1,13,18],just:[0,1,2,3,4,5,6,7,8,9,10,11,16],justif:1,justifi:8,k_mean:0,kaggl:4,kappa_d:16,karim:17,karlsen:17,karush:6,keep:[0,1,2,3,4,9,11,14],keepdim:[2,4,8],kei:[1,2,4,10,18],kept:0,kera:[1,13,15],kernel:[1,2,13],kernel_regular:2,kernelpca:9,kev:1,kevin:18,keyword:14,kfold:4,kick:[2,11],kilomet:4,kind:[0,1,6,10,11],kjm:13,kkt:[3,6],kktsolver:3,kmeanspoint:0,kn_k:0,know:[0,1,2,3,4,6,11,13,16],knowledg:[1,13],known:[2,3,4,5,6,7,10,14,16,18],kondev:1,kpca:9,kroneck:0,kuhn:6,kwarg:11,kwown:1,l1_l2:2,l1regl:3,l1regls_mosek2:3,l1regls_mosek:3,l_1:5,l_2:[5,11],l_j:10,la_i:10,la_k:10,lab:[13,15],label:[0,1,2,3,4,5,6,7,8,10,11,13,14,16],labelencod:[5,8],labels:[4,6,7],labels_shuffl:[1,2],labor:0,laboratori:15,lack:[0,1],lagrang:[6,9],lambda:[1,2,3,4,5,6,8,10,11,16],lambda_0:9,lambda_1:[3,6,9],lambda_2:[6,9],lambda_:9,lambda_i:[6,9],lambda_iy_i:6,lambda_jy_iy_j:6,lambda_k:6,lambda_n:[3,6],lamda:2,lamdbda:3,land:[1,6],landmark:6,landscap:11,langl:[1,4,9,16],languag:[1,2,6,13,14,18],lapack:[3,14],laplac:3,laptop:13,larg:[1,2,3,4,6,7,8,9,11,13,14,16,18],larger:[1,3,4,6,8,9,11,16],largest:[6,9],lasso:[1,5,13,15],lasso_sk:4,last:[0,1,2,3,4,5,6,7,8,10,11,14,15,16],later:[0,1,2,5,6,10,11,13,16],latex:[],latter:[1,3,4,5,6,9,11,14,15,16],lattic:10,law:1,layer:[1,11],lbfg:[5,7,8,9],lbl:[],lcc:[3,4],lda:9,ldot:[1,4,9,16],lead:[1,2,3,4,5,6,7,8,9,10,11,14,16],leaf:7,leaki:2,lear:11,learn:[3,4,5,6,7,8,10,14,15,18],learner:8,learning_r:[6,8],learning_rate_init:[1,2],learning_schedul:11,least:[0,1,5,6,8,9,13,14,15,16],leav:[1,2,3,4,7,9],lectur:[1,2,3,8,9,10,11,13,14,15,18],lecturenot:[13,18],lectureseptember10:15,lectureseptember16firstpart:15,lectureseptember16secondpart:15,lectureseptember17:15,lectureseptember23:15,lectureseptember24:15,lectureseptember2:15,lectureseptember3:15,lectureseptember9:15,lecturethursdayaugust26:15,lecturethursdayaugust27:15,left:[1,2,3,4,5,6,7,8,9,10,11,14,16],leftarrow:[6,10],legend:[1,3,4,5,6,7,8,11],len:[0,1,2,3,4,6,7,8,9,10,14,16],length:[1,2,6,7,11,13,16],leq:[0,1,3,5,6,11,16],less:[1,2,3,4,6,7,16],lessen:2,let:[0,1,2,3,4,5,6,7,8,9,10,11,14,16],letter:[1,14,16],level:[1,2,3,4,7,13,14,15],lib:[1,2,4,5,6,9,11],liblinear:[6,8],librari:[1,2,3,4,7,8,9,14,16,18],licens:[1,2,13],lie:[1,4,9,16],lies:[6,9],life:[1,2,6,10],lifetim:11,lift:0,light:[],like:[0,1,2,3,4,5,7,8,9,10,11,13,14,16],likelihood:[1,2,3,7],lim_:16,limit:[1,3,4,5,6,9,10,14],lin_clf:6,lin_model:1,lin_reg:7,linalg:[1,3,4,6,9,11,14,16],line1:6,line2:6,line2d:11,line3:6,line:[1,2,4,6,9,11,14,16],linear:[2,3,4,5,7,8,9,10,13,15,16],linear_model:[1,3,4,5,6,7,8,9,11],linear_regress:4,linearli:3,linearloc:[4,11],linearregress:[1,4,5,7],linearsvc:6,liner:2,linerar:8,linewidth:[1,4,6,7,8],link:[1,7,10,13],linlag:3,linpack:14,linreg:1,linspac:[1,4,6,7,8,11,14,16],linu:17,linuek:17,linux:[1,2,13],liquid:1,list:[0,1,2,3,7,13],listedcolormap:[7,8],literatur:[0,2,5,18],littl:[2,7,10],live:6,lle:1,lloyd:0,lmb:[3,4],lmbd:[1,2],lmbd_val:[1,2],lmbda:11,load:[1,2,4,5,7,8],load_boston:1,load_breast_canc:[2,5,7,8,9],load_digit:2,load_iri:[6,7],loc:[1,4,5,6,7,8],local:[1,2,5,10,11],locat:6,log10:[3,4],log:[1,2,3,4,5,7,8,9,11,14],log_:1,log_clf:8,logarithm:[1,3,5,14],logic:[1,2,7],logist:[1,2,6,7,8,9,10,11,13,15],logisticregress:[5,7,8,9],logit:5,logreg:[5,7,8,9],logspac:[1,2,3,4],longer:[0,6,8,14,16],longest:0,loocv:4,look:[0,1,2,3,4,5,6,7,8,9,11,14,16],loop:[0,2,4,8,10,13,14,16],lose:2,loss:[1,2,3,4,5,6,8,9,11,14],lot:[0,1,2,4],low:[1,4,7,8,9,16],lower:[1,2,4,7,8,14],lowercas:14,lowest:[7,11,16],lstat:1,lstsq:1,lubksb:14,ludcmp:14,lux:14,lvert:2,m_1:0,m_h:1,m_k:0,m_l:10,m_n:1,m_p:1,m_t:11,machin:[2,3,4,5,7,8,9,10,14,15,18],machinelearn:[4,13,15,18],mackai:18,made:[1,2,3,4,5,7,9,10],mae:1,magic:0,magnitud:[2,4,5,11],mai:[1,2,3,4,5,6,7,9,10,11,13,14,16],mail:15,main:[1,2,3,4,5,7,14,18],mainli:[1,3,4,5,7],maintain:4,major:[2,4,7,8,11,14],make:[0,2,3,4,5,6,9,10,11,13,14,16,18],make_axes_locat:4,make_moon:[6,7,8],make_pipelin:[1,4,8],make_vjp:11,makedir:[1,4,5,7],makeplot:1,malcondit:14,malign:[2,5,7],mammographi:3,manag:[1,13],manhattan:0,mani:[0,1,2,3,4,5,6,7,9,11,12,13,14,16,18],manifold:9,manual:[0,4],map:[0,1,2,4,5,6,9,10,16],margin:[1,3,6],marit:1,mark:[],marker:[1,5,14],markov:13,marsaglia:16,mask:16,mass:[1,2,3,11],massag:1,masses2016:1,masses2016ol:1,masses2016tre:1,masseval2016:1,master:[4,15],mat1100:13,mat1110:13,mat1120:13,mat3155:15,mat4155:15,mat:13,match:[0,2,3,11],materi:[3,5,14],math:[0,5,10,11,14,16,18],mathbb:[0,1,3,4,5,6,9,10,11,14,16],mathbf:[1,3,4,5,6,11,14,16],mathcal:[2,3,4,5,11],mathemat:[0,1,4,9,10,11,13,14,16,18],mathemati:[],mathemt:[],mathrm:[0,1,2,3,4,5,6,7,8,9,10,11,16],matmul:[2,3],matnat:[15,17,18],matplotlib:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16],matric:[1,2,4,5,6,9,11,13,14],matrix:[1,4,5,6,8,11],matshow:2,matter:11,max:[1,2,7,8,10,11],max_depth:[1,7,8],max_it:[1,2,5,6,9,11],max_iter:0,max_leaf_nod:8,max_sampl:8,maxdegre:[1,4,8],maxdepth:8,maxim:[2,3,5,6,9],maximum:[0,1,2,3,5,6,7,8,11],maxpolydegre:[3,4],mbox:[3,4],mcculloch:10,mcint:16,mcintsqr2:16,mean:[2,3,4,5,7,8,9,10,11,13,14,15],mean_absolute_error:1,mean_divisor:0,mean_i:16,mean_matrix:0,mean_squared_error:[1,4,5,8],mean_squared_log_error:1,mean_vector:0,mean_x:16,meaning:[1,5],meansquarederror:1,meant:[5,8,11],meantempvec:16,meanvec:16,measur:[0,1,2,3,4,7,9,10,16],mechan:[1,16],median:1,medicin:10,medium:[6,11],medv:1,meet:[1,17],mehta:1,memori:[9,10,11,14],mention:[0,1,10,11,16],mere:1,mersienn:16,meshgrid:[3,4,6,7,8,9],messag:[3,11],met:[1,6],meteorolog:7,meter:4,method:[0,1,2,3,5,6,9,10,13,14,15,18],metion:4,metric:[0,1,2,4,5,7,8],metropoli:13,mev:[1,16],mglearn:13,mgrid:11,mhjensen:[1,2,4,5,6,9],microsoft:18,mid:2,midpoint:7,might:[1,2,4,7,11],mild:7,miller:16,millimet:4,million:1,mimic:10,min:[1,3,6,7],min_:[0,1,3],min_samples_leaf:7,mind:[0,1,4,11],mine:13,mini:[2,9,10,11],minibatch:[2,9,11],minibathc:11,minim:[0,1,2,3,4,5,6,7,8,9,10,11,16],minima:[1,2,5,11],minimum:[1,2,4,6,7,9,11],minkowski:0,minmaxscal:1,minor:16,minst:2,minu:5,mirror:7,misc:4,misclassif:[6,7,8],misclassifi:[6,8],miser:1,mismatch:2,miss:[1,8],mit:18,mix:2,mixtur:11,mkdir:[1,4,5,7],mlab:16,mle:[3,5],mlp:2,mlpclassifi:2,mlpregressor:1,mnist:[2,9],mod:16,mode:[15,16],model:[0,3,5,6,7,8,9,11,13,16,18],model_select:[1,2,3,4,5,7,8,9],moder:8,modern:[1,4,5,13],modif:[10,11],modifi:[1,2,3,5,6,8,10,11],modul:[1,4,5,7,8,9,11,14],modular:16,modulenotfounderror:7,modulo:16,moe:[3,9],moment:[3,4,11],monitor:11,monoton:[3,10,16],mont:[1,4,13,16,18],montecarlocycl:16,moor:[3,4],more:[1,2,3,5,6,7,8,9,10,11,13,15,16],moreov:1,morten:17,mosek:3,most:[0,1,2,3,4,5,6,7,8,9,10,11,13,15,16],mostli:[2,9],motion:[1,11],motiv:2,move:[0,1,3,4,5,7,10,11,16],mp4:15,mpl:[1,5],mpl_toolkit:[4,11],mplot3d:[4,11],mplregressor:2,mse:[1,3,4,7,8],mse_simpletre:8,mselassopredict:3,mselassotrain:3,mseownridgepredict:4,msepredict:3,mseridgepredict:[3,4],msetrain:3,msg:1,msle:1,mt19937_64:16,mu0:16,mu1:16,mu2:16,mu_1:4,mu_:[4,16],mu_i:4,mu_j:4,mu_n:9,mu_x:16,much:[1,2,3,4,6,7,8,9,10,11,14,16],mul:3,multi:[1,2,5,13],multiclass:[2,5],multidimension:[9,10],multilay:2,multinomi:5,multipl:[3,4,5,10,11,16],multipli:[3,4,9,11,14,16],multiplum:6,multitud:[],multivari:[1,8,9,13,16],multivariate_norm:[0,9],murphi:[9,18],must:[0,2,3,4,6,8,10,11,16],mutat:5,mutual:[2,4,11],mx_:16,myriad:[1,13],mz1:16,mz2:16,n_0:[10,16],n_b:16,n_boostrap:[4,8],n_bootstrap:4,n_categori:2,n_cluster:0,n_compon:9,n_epoch:11,n_estim:8,n_featur:2,n_hidden_neuron:[1,2],n_i:16,n_input:[1,2],n_instanc:7,n_iter_i:[5,9],n_job:8,n_k:0,n_l:[10,16],n_layer:2,n_m:7,n_neuron:2,n_neurons_layer1:2,n_neurons_layer2:2,n_point:0,n_sampl:[0,4,6,7,8],n_split:4,nabla:[2,11],nabla_:11,nabla_w:11,nag:11,naimi:1,naiv:[0,5],nall:1,name:[0,1,2,3,4,5,6,7,8,10,11,13,14,17],nameerror:[4,8],namespac:16,narrow:11,nary_f:11,nary_op_arg:11,nary_op_kwarg:11,nary_oper:11,nation:[2,3],nativ:13,natur:[1,2,6,7,10,11,16,18],navier:10,nb_:14,nbconvert:[],nboot:16,ndarrai:4,nearest:[2,4,9],nearli:11,neat:[],neccesari:4,necessari:[0,1,2,6],necessarili:[1,9,16],necesserali:3,neck:5,need:[0,1,2,3,4,6,7,8,9,10,11,14,16],neg:[1,2,3,4,5,8,11,16],neg_mean_squared_error:4,neglect:16,neglig:16,neighbor:[4,9],neither:11,neq:[0,11,16],nervou:10,nest:[7,10],nesterov:11,net:10,netlib:14,network:[1,7,11,13,15,18],neural:[1,5,11,13,15,18],neural_network:[1,2],neuralnetwork:2,neuron:[2,10],neutral:1,neutron:1,never:[2,4,7,16],new_box:11,new_hobbit:[],new_root:11,new_sig:[],new_trac:11,newaxi:[1,4,7],newli:1,newton:[2,5,6,11,16],next:[0,1,2,3,4,6,7,11,16],next_guess:11,nian:17,nice:[0,1,2,3,9],nichola:17,nicholaskarlsen1102:17,niter:11,nitric:1,nlambda:[3,4],nm_n:1,nmse:4,nn_model:2,node:[2,7,8,10],nois:[1,3,4,6,7,8,11],noisi:[2,4],non:[0,1,2,3,4,5,7,8,9,10,11,14,16],none:[0,1,2,3,7,8,11,16],nonetheless:0,nonlinear:[4,6,7,9,10],nonneg:[4,7,11],nonparametr:4,nonsens:16,nonsingular:14,nonumb:[5,6,11,14],nor:[2,11],norm:[1,2,3,4,6,9,11],normal:[3,4,5,6,7,8,9,10,11,13,14],normali:14,normpdf:[],norwai:4,notat:[0,1,3,4,11,16],note:[0,1,2,3,4,5,6,9,10,11,13,14,15,16,18],notebook:[0,1,2,7,13],noth:[0,2,3,6,10,16],notic:[3,10,11,14,16],novel:[4,8],novemb:2,now:[0,1,3,4,5,6,8,9,10,11,14,16],nowadai:[1,2,7,13],nox:1,np_assign_points_to_clust:0,np_get_distances_to_clust:0,np_k_mean:0,nsampl:4,nspin:16,nthi:1,ntrained_model:4,nuclear:3,nuclei:[1,16],nucleon:1,nucleu:1,num_tre:8,number:[0,2,3,4,5,6,7,8,9,10,11,14,15,17],numberid:5,numer:[1,3,4,7,8,9,10,11,13,14,18],numpi:[0,1,2,3,4,5,6,7,8,9,10,11,13,16],nunmpi:3,nx_test:4,nx_train:4,nx_train_mean:4,ny_pr:4,ny_train:4,ny_train_mean:4,obei:[4,9,11],object:[1,2,3,4,6,8,11,14],objsens:3,obliqu:3,observ:[0,2,3,4,5,6,7,8,9,10,11],obtain:[0,1,2,3,4,5,6,7,8,10,11,14,16],obviou:[3,4,9,16],obviouli:1,obvious:[1,3,4,14],occupi:1,occur:[1,4,6,7,16],odd:[1,5],oen:1,off:[2,3,7,11,16],offend:[],offer:[4,9,13,14,15],offic:17,offici:15,ofil:16,ofstream:16,often:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16],ofter:14,old:[2,3,8,11],ols_sk:4,ols_svd:4,olsbeta:3,omega:4,omit:[1,3],onc:[0,2,4,7,9,11,16],one:[0,1,2,3,4,5,6,7,8,9,11,13,14,16],onehot:2,onehot_vector:2,onehotencod:7,ones:[1,3,4,6,7,8,9,11,14],onli:[0,1,2,3,4,5,6,7,8,9,10,11,14,16],onlin:[9,15],onto:[3,9],open:[1,2,4,5,7,13,15,16],oper:[1,2,3,4,8,9,10,11,13,14,16],operation:16,opinion:0,oplu:16,opmiz:11,opportun:1,oppos:[4,11],opposit:[2,3,6],opt:[1,2,3,4,5,6,9,11],optim:[0,1,3,4,5,7,8,9,15],optimis:2,option:[1,2,3,4,5,6,9],optmiz:[2,6],orang:1,order:[1,2,3,4,5,6,7,8,9,10,11,14,16],ordinari:[1,5,9,11,13,15],oreilli:18,org:[5,9,13,14,18],organ:[0,4,5,8,14],orient:[2,3,16],origin:[1,3,4,6,9,10,11,14,16],orthogn:3,orthogon:[1,3,4,6,9,11,14],orthonorm:3,oscar:2,oscil:11,oslo:[1,15,17],osx:[1,13],other:[0,1,2,3,4,5,6,8,11,13,14,15,18],otherwis:[1,2,5,11],ouput:[3,5,10],our:[2,4,5,6,7,8,10,13,14,15],ourmodel:1,ourselv:[0,1,3,4,6,9,11],out:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16],out_fil:7,outcom:[1,5,7,8,10,16],outdoor:7,outer:[4,10],outfilenam:16,outlier:[1,6],outlin:[4,8,9],outlook:7,outperform:8,output:[1,2,3,4,5,6,7,8,10,11,14],output_bia:2,output_bias_gradi:2,output_weight:2,output_weights_gradi:2,outputlayer1:10,outputlayer2:10,over1:11,over:[0,1,2,3,4,7,8,10,11,16],overal:[2,8],overcast:7,overcom:[10,11],overdetermin:1,overfit:[1,2,4,7,8,11],overflow:[2,3],overhead:10,overlap:[5,6,7],overlin:[0,1,3,4,7,8,9,14],overst:1,overview:[0,18],own:[3,4,6,10,11,13,14],owner:1,ownridgebeta:4,oxid:1,oyvinssc:17,p_i:[3,16],p_j:16,p_n:16,p_x:16,pack:1,packag:[1,2,3,4,5,6,9,11,13,16],page:[1,13],pai:[1,2,7,11],painless:[],pair:[1,7,13,16],panda:[1,3,4,5,7,9,13],panel:[],paper:2,paradigm:1,parallel:[8,14],paramet:[1,2,3,4,5,6,7,8,10,11,16],parameter:[1,4,8],parametr:[1,4],paramt:3,park:16,part:[0,1,2,3,4,8,14,15,16,18],partial:[1,2,3,4,5,6,8,9,10,11,16],particip:[13,15],particl:[1,11,16],particular:[1,2,3,4,7,8,9,10,11,16,18],particularli:[3,4,6,9,11,16],partit:[2,7],partli:4,pass:[0,10,16],past:[8,16],patch:[4,16],path:[1,4,5,7,13],patient:5,pattern:[1,10,15,18],pauli:1,pca:[1,5,13,15],pcost:3,pdf:[1,3,4,7,18],pedagog:1,penal:4,penalti:[4,11],penros:[3,4],pentagon:11,peopl:[1,2,7,13],per:[1,2,4,15],percentag:[1,8,9],perceptron:[1,2,5],peregrin:[],perfect:[1,2],perfectli:4,perform:[0,1,3,4,6,8,9,10,11,13,14,16],perhap:[1,3,11],perimet:2,period:2,permut:9,persist:11,person:[3,4,5,15,17],perspect:18,pertin:10,petal:[6,7],peter:18,petersen:16,phantom:16,phase:[4,10],phatak:0,phenomena:16,phi:6,phi_k:6,philip:17,philosophi:11,phone:17,phrase:1,physic:[1,2,5,10,11,16,17,18],pick:[0,2,7,8,9,11,16],pickl:2,pictur:1,pie:13,piec:[0,9],pillow:[1,13],pinv:[3,4],pip3:[1,2],pip:[1,2,13],pipelin:[1,4,6,8],pippin:[],pise:0,pitfal:4,pitt:10,pixel:2,pixel_height:2,pixel_width:2,place:[1,4,6,11,14],plai:[1,3,4,6,9,13],plain:[6,8,10,11],plan:[4,7,17,18],plane:[6,7],plateau:[3,16],platform:13,plausibl:10,pleas:[1,5,9,11],plenti:2,plethora:10,plot:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16],plot_confusion_matrix:[5,8],plot_count:4,plot_cumulative_gain:[5,8],plot_data:2,plot_dataset:6,plot_decision_boundari:[7,8],plot_import:8,plot_predict:6,plot_regression_predict:7,plot_roc:[5,8],plot_surfac:[4,11],plot_train:7,plot_tre:[7,8],plt:[0,1,2,3,4,5,6,7,8,9,10,11,14,16],plu:[1,3,5],png:[1,4,5,7],point:[0,1,2,3,4,5,6,7,8,9,11,14,16,17],points_in_clust:0,poisson:13,poli:[4,6],poly100_kernel_svm_clf:6,poly3:1,poly3_plot:1,poly3dcollect:11,poly_featur:[6,7],poly_features10:7,poly_fit10:7,poly_fit:7,poly_kernel_svm_clf:6,polydegre:[1,3,4,8],polygon:11,polym:10,polynomi:[1,3,4,5,6,7,8,9],polynomial_featur:4,polynomial_svm_clf:6,polynomialfeatur:[1,4,6,7],polytrop:[1,4],poor:[2,11],poorli:1,popul:[1,3],popular:[1,2,4,5,6,7,9,10,13,14,16],popularli:1,portabl:8,portion:[9,11],pose:[1,3,4,9,16],posit:[0,1,2,3,5,6,8,9,11,14,16],possibl:[1,2,3,4,5,6,7,8,9,10,11,13,14,16,17],posterior:3,postpon:1,postul:3,potenti:[1,3,4,10,11],potr:3,potrf:3,pott:10,power:[1,2,3,4,6,7,10],practic:[1,3,4,5,6,15,16],practition:[1,2],pre:3,preced:[2,9,10,16],preceq:6,precis:[1,3,9,11,14,16],pred:4,predicit:1,predict:[1,2,3,4,5,6,7,8,13,18],predict_prob:2,predict_proba:[5,8],predictor:[1,3,4,5,7,8,9],prefer:[1,2,4,6,7,9,13],prepar:[1,4],preprocess:[1,4,5,6,7,8,9],prerequisit:1,presenc:11,present:[1,3,4,7,10,11,15,16],preserv:9,press:[11,18],pretrain:2,pretti:[1,6,7,13],prev_centroid:0,prevent:[11,16],previou:[1,2,3,4,6,8,9,10,11,14,16],previous:[0,7,8,16],price:[1,7,11],primal:6,primari:[1,5],primarili:0,prime:16,princip:[1,3,5,13,15],principl:[0,1,4,5,6],print:[0,1,2,3,4,5,6,7,8,9,11,14,16],print_funct:[6,7],printout:1,prior:[1,3,4],privat:1,prob:[2,16],probabilist:[1,18],probabl:[1,2,4,5,8,11,13,15],problem:[1,3,4,5,6,7,8,9,10,13,14,15,16],proce:[1,3,4,6,7,8,9,11,14],procedur:[3,4,6,8,9,11],proceed:14,process:[0,1,4,7,8,10,11,13,14,16,18],prod:18,prod_:[2,3,5],produc:[0,1,3,4,7,8,9,10,11,13,14,16],product:[1,2,3,4,5,6,10,11,13,14],profess:1,profil:0,program:[0,1,2,3,4,6,10,13,14,15,16],programm:14,progress:[0,2],progression_plot:0,prohibit:4,project1:4,project:[1,2,3,9,11,13,15,16,17],project_root_dir:[1,4,5,7],promin:10,promis:6,prone:7,pronounc:[11,13],proof:[1,9,10,11],prop:[],proper:[1,4],properli:[0,2,4,6,8,11],properti:[1,2,10,11,14],proport:[1,2,3,7,9,11,16],propos:[2,4,8],propto:[3,11],proton:1,prove:11,provid:[1,2,3,4,6,7,8,10,11,13,14,16,18],proxi:[2,11],prun:0,prune:7,pseudoinv:3,pseudoinvers:[3,4],pseudorandom:[4,16],psycholog:1,ptratio:1,punish:[1,2],pure:[7,16],purest:7,puriti:7,purpos:[0,1,8,10],put:2,putarow:3,putboundslic:3,putclist:3,putobjsens:3,putqobj:3,pycod:[],pydata:13,pydot:7,pyhton2:[],pylab:[1,5],pypi:13,pyplot:[0,1,2,3,4,5,6,7,8,9,10,11,14,16],pythagora:[0,3],python2:1,python3:[1,2,4,5,6,9,11,13],python:[2,3,4,6,9,10,11,15],pytorch:[1,13],qquad:[9,11,14],quad:[2,11,14],quadrat:[1,3,6,7,11],qualit:[7,16],qualiti:[1,7,13],quantifi:2,quantil:8,quantit:[1,4,7],quantiti:[0,1,3,4,5,7,8,9,10,14,16],quantum:10,quartil:1,quench:3,queri:7,question:[1,3,4,7,9,10,11],quick:16,quickli:[2,7,9,11],quirk:0,quit:[2,3,4,7,8,10],quot:16,r2_score:1,r2score:1,r_1:7,r_2:7,r_j:7,r_m:7,rad:1,radial:[1,6,10],radioact:16,radiu:[1,2],rain:7,rais:11,ramp:2,ran1:16,ran2:16,ran3:16,rand:[1,3,4,7,8,11,14,16],rand_max:16,randint:[4,7,11],randn:[1,2,3,4,7,9,11],random:[0,1,2,3,4,6,7,11,13,14,15],random_devic:16,random_forest_model:8,random_index:11,random_indic:2,random_st:[1,5,6,7,8,9],randomforestclassifi:8,randomli:[0,2,4,7,11,16],randomnumbergener:16,rang:[0,1,2,3,4,5,7,8,9,10,11,14,16],rangl:[1,4,9,16],rangle_x:16,rank:3,raphson:[2,6,11],rapidli:1,rare:2,rate:[1,2,6,7,8,10,11],rather:[1,2,3,4,5,6,7,8,9,10,11,14,16],ratio:[5,7,8,9],rational:1,ravel:[3,4,5,6,7,8,9,11],raw:16,rbf:[6,9,10],rbf_kernel_svm_clf:6,rbf_pca:9,rcond:1,rcparam:[1,2,5,6,7,8,16],reach:[0,1,2,3,4,5,7,8,9,10,11,16],read:[0,1,3,4,5,6,9,10,14,15,16,18],read_csv:[1,4,5,7],read_fwf:1,readabl:0,reader:[1,4,14,16],readi:[0,1,2,3,4,6,8,9,10,14],readili:2,real:[1,2,5,8,9,10,11,14],realist:6,realiti:16,realiz:[2,10],realli:[1,2],rearrang:11,reason:[0,1,2,8,11,18],reassign:2,recal:[3,4,7,8,9,10,14,16],recalcul:16,receiv:[2,8,10,16],recent:[1,4,7,8,11],recept:10,recip:[1,4,5,14],reciproc:3,recogn:[1,3,8],recognit:[1,2,10,15,18],recommend:[1,3,4,6,11,13,14,15,16,18],reconsid:7,reconstruct:9,record:[8,15],recreat:16,rectangl:[7,11],rectangular:3,rectifi:[2,10],recur:[1,13],recurr:[1,2,13,15],recurs:[7,13,14],recycl:16,red:[1,4,6,7],redefin:[1,8],reduc:[2,3,4,7,8,9,11],reduct:[1,8,9,13,16],refer:[0,1,2,3,4,5,9,10,11,14,18],refin:10,refit:4,reflect:[1,2,3,16],refresh:[13,15],reg:[8,9],regard:[2,7,11],regardless:10,region:[4,7,10],regist:[4,16],reglasso:3,regr_1:[1,7],regr_2:[1,7],regr_3:[1,7],regress:[2,6,9,10,13,15],regressor:[1,5,8],regridg:[3,4],regular:[1,3,4,5,7,11],reilli:[1,18],reinforc:[1,6,13],reiter:2,rel:[1,4,5,7,10,11,16],relat:[0,1,2,3,9,11,14,16],relationship:[1,7],relativeerror:1,releas:[2,13],relev:[1,2,3,5,9,13,15,16],reli:[1,4,6],reliabl:[5,16],remain:[2,4,10,14,16],remaind:16,remark:2,rememb:[1,6,11,14],remind:[1,3,9,11,14,16],remov:[1,3,4],render:1,reorder:[3,5],reorgan:1,repeat:[0,1,2,3,4,7,8,9,11,14,16],repeated:1,repeatedli:[4,8,11,16],repetit:[4,15],rephras:11,replac:[0,1,2,3,4,8,10,11],replica:4,repositori:1,repres:[1,2,3,4,5,6,7,8,10,11,16],represent:[1,2,4,16],reproduc:[1,3,4,7,10,13,16],repuls:1,request:1,requir:[1,2,3,4,6,7,9,10,11,14],resaml:4,resampl:[1,5,8,13,15,16],rescal:[1,9,10],rescu:3,reseach:4,research:[1,13,18],resembl:[4,16],reserv:[2,3,4,16],reset:16,reshap:[0,1,2,4,6,7,8],residenti:1,residu:[1,3,11],resiz:3,respect:[0,1,2,3,4,5,6,8,9,10,11,16],respond:10,respons:[1,5,7,10],rest:[1,3],restat:[1,10],restrict:[1,7,10],result:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16],ret:[],retail:1,retain:[3,4],return_data:0,return_x_i:7,reus:[2,4],reveal:[1,10],revers:2,review:[13,14,15],revisit:0,reward:1,rewrit:[1,3,4,5,6,8,9,10,11,14,16],rewritten:[4,6,8,16],rewrot:11,rgoj5yh7evk:13,rho:[1,8],rho_1:8,rho_2:8,rho_m:8,rhs:[3,4],rich:1,rid:0,ride:7,rideclass:7,ridedata:7,ridg:[1,5,9,11,13,15],ridge_sk:4,ridgebeta:3,right:[1,2,3,4,5,6,7,8,10,11,14,16],rightarrow:[1,2,3,4,6,9,10,11,16],rigor:1,ring:4,rise:1,risk:[1,11],river:1,rmse:1,rmsporp:11,rmsprop:[2,11],rnd_clf:8,rnn:[10,15],rntrick1:16,rntrick2:16,rntrick3:16,rntrick4:16,robert:18,robust:1,robustscal:1,roc:8,role:[1,3,4,6,13],roll:4,room:[1,17],root:[1,3,7,11,16],rot:[],rotat:[2,6,7,8],rotation_matrix:7,roughli:2,round:[1,5,7,11],routin:[11,14],row:[1,2,3,4,5,7,9,14],rrr:3,rthe:3,rug:11,rule:[1,2,3,4,11],run:[0,1,2,3,4,6,7,9,11,13],runtim:[0,2,4],runtimewarn:[2,4],rust:[1,13,14],rvert:2,rvert_2:2,rwidth:[],s_1:4,s_i:[4,5],s_j:4,s_k:4,saddl:11,safe:16,sai:[0,1,2,3,4,5,6,7,8,9,10,14,16],said:[4,7,11],sake:[1,3,5,9],sale:1,sam:[],same:[0,1,2,3,4,6,7,9,10,11,14,16],samm:8,sampl:[0,1,2,3,4,5,6,7,8,11,13,14],sample_vari:0,sampleexptvari:16,samwis:[],sanitize_sequ:[],sastri:9,satisfactori:1,satisfi:[2,4,6,11,14,16],satur:[2,4],save:[1,4,5,7],save_fig:[1,4,5,7,8],savefig:[1,4,5,7,16],saw:3,scalabl:8,scalar:[3,4,8,11],scale:[1,2,3,4,5,6,7,8,9,10,11,13,17],scaler:[1,5,6,7,8,9],scan:[3,5],scari:3,scatter:[0,1,2,4,5,6,7],scenario:[4,11],schedul:11,scheme:[2,11],schrage:16,scienc:[1,2,8,10,11,13,15,16,18],scientif:[1,13],scientist:[0,1],scikit:[3,4,5,6,7,8,11,13,14,15,18],scikitlearn:[],scikitplot:[5,8],scipi:[1,3,4,11,13,14],scl:4,score:[1,2,4,5,7,8,9,17],scores_kfold:4,scratch:2,sdg:11,seaborn:[1,2,4,5],seamless:[1,13],search:[1,2,3,7,11],sec:4,second:[0,1,3,4,5,6,7,9,10,11,13,14,15,16],secondeigvector:9,secondli:10,section:[0,9,12,14,15,16],sector:1,see:[0,1,2,3,4,5,6,8,9,10,11,13,14,15,16],seed:[0,1,2,3,4,6,7,9,11,16],seek:[2,6],seem:2,seemingli:1,seen:[1,2,3,8,10,16],segment:11,seismic:4,seldomli:1,select:[2,3,4,6,7,8,9,15,18],self:[2,3,16,18],semest:[5,15],semi:[6,11],semilogx:4,send:[3,10,11,17],senior:15,sens:[1,4,6],sensit:[1,3,4,7,11],sentenc:10,separ:[0,1,2,4,6,7,10,13,16],sequenc:[0,5,7,8,10,11,13,14,16],sequenti:[2,8,10,16],seri:[1,2,3,4,8,9,10,11,14,15],serif:[1,5,16],serv:[1,2,3,5,11,18],session:[2,15],set:[0,2,3,4,5,6,8,9,11,13,14,16],set_:[],set_label:[],set_major_formatt:4,set_major_loc:4,set_stream:3,set_tick:[2,6],set_ticklabel:2,set_titl:[0,1,2,5,10],set_xlabel:[1,2,5,10],set_xlim:[5,10],set_xticklabel:2,set_ylabel:[1,2,5],set_ylim:[5,10],set_ytick:5,set_yticklabel:[2,4],set_zlim:4,setiosflag:16,setminu:4,setosa:[6,7],setosa_or_versicolor:6,setp:4,setprecis:16,setse:3,setup:[2,3,4,6,13],setw:16,sever:[1,3,4,5,6,7,9,10,11,13,14,15,16],sgd:[2,11],sgd_clf:6,sgdclassifi:6,sgdreg:11,sgdregressor:11,sgn:3,shallow:11,shape:[0,1,2,3,4,5,6,7,8,9,11,14],share:2,she:5,shift:[2,4,10,16],shire:[],shortcom:11,shorter:16,shorthand:[],shortli:14,should:[0,1,3,4,6,7,9,10,11,14],show:[0,1,2,3,4,5,6,7,8,9,10,11,14,16],shown:[1,3,5,6,9,10,11,16],showpoint:16,shrink:[3,4,6,9],shrinkag:[3,4],shrunk:9,shuffl:[1,2,4,11],side:[1,3,6,10,11,14],sigh:13,sigma0:16,sigma1:16,sigma2:16,sigma:[1,2,3,4,5,8,9,10,11,14,16],sigma_0:3,sigma_1:3,sigma_2:3,sigma_:[3,14,16],sigma_fn:[5,10],sigma_i:[1,3],sigma_j:3,sigma_m:[4,16],sigma_n:[9,16],sigma_t:11,sigma_x:16,sigmoid:[2,5,6,8,10],sigmundson:[4,17],sign:[2,5,6,8,16],signal:[2,8,10],signific:2,significantli:[2,11,16],sim:[3,4,11,16],similar:[0,1,2,3,4,5,6,7,8,9,11,13,14],similarli:[1,2,3,6,8,16],simpl:[0,2,3,4,5,6,8,9,10,13,14],simplepredict:8,simpler:[0,1,2,3,4,11,13],simplest:[0,1,2,7,8,10],simpletre:8,simpli:[1,2,3,4,6,7,8,9,10,13,14,16],simplic:[0,3,4,5,6,7,8,9,10],simplicti:3,simplifi:[1,4,7,13],simplist:[4,16],simul:[4,16],simultan:4,sin:[1,2,7,10,11,14],sinc:[1,2,3,4,5,6,7,8,9,11,14,16,18],sine:10,singl:[1,2,3,4,5,6,7,10,11,14,16],singular:[1,4,11,14,15],site:[1,2,4,5,6,9,11,15],situat:[1,3,5,11],six:16,size:[1,2,3,4,6,7,8,9,11,14,16],sketch:8,ski:7,skill:1,skip:9,skl:[1,4],sklearn:[1,2,3,4,5,6,7,8,9,11],skplt:[5,8],slack:6,slice:14,slide:[1,16],slight:[4,11],slightli:[2,3,4,5,8,16],slope:[6,9,10],slow:[1,6,11],slower:[3,14],slowli:10,slp:2,small:[0,1,2,3,4,6,7,8,9,10,11,13,14,16],smaller:[1,2,3,4,6,7,9,11,16],smallest:[0,1],smallest_row_index:0,smart:[],smooth:[1,4,11],sne:9,sneak:[],sns:[1,2,4,5],soar:4,social:1,soft:[2,5,8,10],soften:6,softmax:5,softwar:[1,6,13,14,15],sol:6,sole:[1,4],solid:[1,5],solitem:3,soltyp:3,solut:[1,2,3,4,6,8,9,11,14,16],solutionsummari:3,solv:[1,2,3,4,6,8,9,10,11,14],solver:[3,5,6,7,8,9,14],some:[0,1,2,3,4,5,6,7,8,9,10,14,15,16],some_model:4,someth:[1,2,5,7,9,16],sometim:[0,1,2,9,10,11],soon:14,sophist:1,sopt:11,sort:[3,4,7,9,16],sound:3,sourc:[0,1,2,4,13,14,16],space:[0,1,2,3,6,7,9,10,11,16],span:[1,3,7,9,14],spare:2,spars:[3,4,14],sparse_mtx:14,sparsiti:8,spatial:[2,10],spdiag:3,speak:16,special:[4,5,8,10,11,14,16],specif:[1,2,3,4,5,6,7,9,10,13,14,16],specifi:[0,1,3,4,5,7,9,11,16],specifici:[1,8],spectral:2,speech:[1,2,10],speed:[2,11],spend:16,sphere:1,spin:4,spite:1,spline:6,split:[0,2,3,4,6,7,8,9,16],splite:1,splitter:[2,8],spmatrix:3,spontan:16,spread:[1,9,16],springer:18,spuriou:11,sqquar:3,sqrt:[1,3,4,6,8,9,11,16],squar:[0,2,5,6,7,9,11,13,14,15,16],squarederror:8,squaredeuclidean:0,squash:10,srand:16,srtm:4,srtm_data_norway_1:4,stabil:3,stabl:[1,3,4,5,7,9,13],stack:[],stage:[3,11],stai:[1,3,9],stand:[1,3,7,10],standadscal:4,standard:[1,2,3,4,5,6,8,10,14],standardscal:[1,4,5,6,7,8,9],stanford:11,start:[0,1,2,3,4,6,7,8,9,10,11,14,15,16],start_box:11,start_nod:11,start_tim:0,startpoint:16,stat:4,state:[0,2,3,4,5,6,8,9,10,11,13,16],statement:[1,5,14],statis:[],statist:[0,1,2,5,7,8,9,10,11,14,15,18],statu:[1,5,9],stavang:4,std:[1,4,16],stdev:16,stdout:3,steep:11,step:[0,1,2,4,5,7,8,9,10,11,14,16],step_fn:[5,10],step_length:11,steps_list:7,stian:17,still:[3,4,9,11,16],stimuli:10,stk2100:18,stk3155:15,stk4021:18,stk4051:18,stk4155:15,stk5000:18,stk:18,stochast:[1,2,3,4,6,9,10],stoke:10,stone:[1,5],stop:[0,2,5,7,9,11,16],storag:3,store:[1,2,4,9,11,16],str:2,straight:[1,4,6,11],straightforward:[1,3,4,6,7,8,11,14],strategi:[1,2,7],stratifi:4,streamtyp:3,strength:[0,1,3],stretch:9,strict:[6,11],strictli:[6,11],strike:4,string:[2,16],stroke:5,strong:[4,7,8,10,16],strongli:[1,6,13,14],stronli:1,structur:[0,1,2,4,7,8,10,13],stuck:[2,11],student:[1,15,17,18],studi:[0,1,3,4,5,6,9,10,11,13,18],studier:[15,18],style:[1,5,7],sub:[7,10],subarg:11,subdivid:[1,14],subfield:1,subject:[3,4,6,16],subplot:[0,1,2,4,5,6,7,8],subplots_adjust:[6,16],subprogram:14,subract:1,subroutin:1,subscript:2,subsequ:[2,3,4,10,14,16],subset:[2,4,7,10,11,13],subspac:[1,6,9],substanti:[7,8],substep:9,substitut:[4,10,14],subsubset:7,subtask:4,subtl:2,subtract:[1,3,4,9,11,14,16],subtre:7,subval:11,succeed:1,success:[5,7,11,16],successfulli:7,sucess:16,sudo:[1,13],suffer:[1,2,3,8],suffici:[2,4,6,9,11],suggest:[2,11,18],suit:[6,10],suitabl:[1,16],sum:[0,1,2,3,4,5,6,7,8,9,10,11,16],sum_:[0,1,2,3,4,5,6,7,8,9,10,11,14,16],sum_i:[3,4,6,11],sum_j:4,sum_k:[4,6,10,14],summar:[0,3,4,7],summari:[0,2,8,15],summat:[],sunni:7,superscript:[2,10],supervis:[1,3,4,5,7,10,13],supplement:5,support:[1,2,7,8,9,11,13,15],suppos:[1,3,4,5,6,8,9,10,11,14],suppress:[3,11],sure:[2,4],surf:4,surfac:[1,4],surpass:4,surpris:1,surround:13,survei:[1,3,4],svc:[6,7,8],svd:[1,4,9,15],svdinv:3,svm:[6,7,8,9],svm_clf:[6,8],swath:3,symbol:[2,3,9,11,13,16],symmeteri:2,symmetr:[1,3,6,9,10,11,14],symmetri:4,sympi:[1,13],synonim:16,syntax:[2,11,14],syntaxerror:[2,6,14],syrk:3,sys:[3,11],system:[1,2,3,4,5,7,8,10,11,13,14,18],systemat:[4,16],t_0:[7,11],t_1:11,t_b:8,t_i:[2,10],t_j:[3,10],t_k:7,tabl:[7,16,17],tabul:1,tabular:[],tackl:0,tag:[0,3,4,5,10,11,14,16],taht:1,tail:16,tailor:[6,9],taiwan:1,take:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16],taken:[1,2,4,8,11,14],tangent:[2,10,11],tanh:[2,5,6,10],target:[1,2,3,4,5,6,7,8,9,10],target_nam:7,task:[0,1,2,3,4,7,9,10],tau:[3,16],tax:1,taylor:11,taylornr:11,team:2,teaser:1,technic:[0,1,3,4],techniqu:[1,2,6,8,11,13,15,16,18],technolog:[1,2],tek5040:18,tell:[1,4,8,9,11,16],temp1:2,temp2:2,temp:2,temperatur:[1,7],temporarili:2,ten:[],tend:[0,3,4,6,7,8,10,11],tendenc:1,tension:4,tensorflow:[0,1,6,13,14,15,18],term1:[3,4,9],term2:[3,4,9],term3:[3,4,9],term4:[3,4,9],term:[0,1,2,3,4,5,6,7,8,9,10,11,16],termin:[1,3,7,8,11],terrain1:4,terrain:4,test:[3,4,5,6,7,8,11,16],test_accuraci:2,test_data:0,test_error:4,test_ind:4,test_pr:2,test_predict:2,test_scor:[5,8],test_siz:[1,2,3,4,8],test_split:7,tester:[],testerror:[1,4],text:[1,2,3,6,7,9,11,14,16,18],textual:7,textur:2,than:[1,2,3,4,5,7,8,9,10,11,13,16],thank:4,thats:0,theano:[2,13],thei:[0,1,2,3,4,5,6,7,9,10,11,14,16],them:[1,2,4,6,7,8,9,10,11,14],theme:1,themselv:[1,16],thenc:4,theorem:[4,5],theoret:[1,8],theori:[1,2,6,7,10,11,13,15,18],thereaft:[1,3,4,9,10,14],therebi:[1,3,5,9,16],therefor:[1,2,4,5,6,9,11,16],therein:9,thereof:[1,4,11],theta:[2,11,16],theta_:[2,11],theta_i:2,theta_k:16,theta_linreg:11,theta_t:11,thi:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18],thing:[0,1,2,3,5,7,16],think:[0,1,2,4,7,10,11,16],third:[1,4,11],thirti:5,thorough:0,those:[0,3,4,6,7,8,9,14,15],though:[2,14,16],thought:[0,4,16],thousand:[1,2],three:[1,2,3,4,6,7,10,14,15,17],threshold:[2,7,8,9,10,11],through:[0,1,2,3,4,6,9,10,11,13,14,16],throughout:[0,1,3,13,14,16],thu:[1,2,3,4,5,6,8,9,10,11,16,17],thumb:[1,4],thursdai:15,tibshirani:[4,15,18],tick_param:4,ticker:[4,11,16],tif:4,tight_layout:[2,5],tightli:9,tild:[1,3,4,9,16],till:[1,5,6,7,8,10,14],time:[0,1,2,3,4,5,6,7,8,9,10,11,14,15,16],timefunct:16,tini:2,tip:12,titl:[1,2,4,5,6,7,8,11,16],tmp:11,to_categor:2,to_categorical_numpi:2,to_numer:[1,4],to_str:16,togeth:[1,4,6,9],toi:0,told:11,toler:[0,4],tomographi:10,too:[1,3,4,7,9,11,16,18],took:6,tool:[0,1,2,4,11,13,16],toolbox:6,top:[1,3,4,7,8,13],topic:[0,1,3,4,5,6,13,15,18],topolog:[2,10],toss:8,total:[0,1,2,4,5,6,8,9,10,11,16,17],totalclustervari:0,totalscatt:0,totalvari:16,toward:[2,5,10,11],town:1,tpng:7,tqdm:4,trace:11,trace_stack:11,traceback:[4,7,8,11],tracer:11,track:[0,11,14],tract:1,tractabl:1,trade:[3,7],tradeoff:[1,3,15],tradit:[1,2,4],train:[3,4,6,7,8,9,10,11],train_accuraci:[1,2],train_end:[1,2],train_error:4,train_ind:4,train_pr:2,train_siz:[1,2],train_test_split:[1,2,3,4,5,7,8,9],train_test_split_numpi:[1,2],trained_model:4,trainerror:1,trainingerror:4,trait:1,tran:3,transfer:7,transform:[1,3,4,5,6,7,8,9,10,11,13,14],transit:[4,10],translat:[2,4,8],transpos:[2,3,9],travers:[1,3],treat:[1,2,4,10,11,16],tree:[1,2,4,13,15],tree_clf:[7,8],tree_clf_:7,tree_clf_sr:7,tree_reg1:7,tree_reg2:7,tree_reg:7,trend:16,trevor:18,tri:[7,11],triain:1,trial:[1,4,11,16],triangl:11,triangular:14,trick:[6,9,11,16],trickier:16,tridiagon:14,trillion:13,trivial:[1,2,3,9,16],troubl:[1,6,10],true_beta:4,true_divid:2,true_fun:4,tucker:6,tumor:[5,7],tumour:5,tunabl:2,tune:[7,11,14],tupl:11,turn:[1,2,3,4,5,6,7,8,9,10,11,14,16],tutori:2,tweak:[2,8,16],twice:11,twist:9,twister:16,two:[0,1,2,3,4,5,7,8,9,10,11,14,15,16,18],tx_1:11,type:[1,2,4,6,8,11,14,16],typeerror:11,typic:[1,2,3,5,7,8,10,11,16],u_i:10,u_m:8,ubuntu:[1,13],uci:1,uio:[15,17,18],unari:14,unary_f:11,unary_oper:11,unbalanc:[4,7],unbias:[1,3,4,16],uncent:4,uncertainti:[1,3],uncertitud:16,unchang:2,uncorrel:8,undefin:3,under:[1,2,3,4,8,11,13],underdetermin:1,underfit:[2,4],underflowproblem:3,undergo:3,undergradu:15,underli:[1,2,7,11,16],underset:0,understand:[0,1,2,3,4,8,11,13],understood:[0,6,11],undesir:6,undetermin:[3,6],unexpect:[4,16],unexpected:16,unfair:4,unfortun:[2,6,7,8],unicode_liter:[6,7],uniform:[1,2,3,4,9,11],uniform_real_distribut:16,uniformli:[11,16],unifrompdf:16,unimport:11,union:[3,4],uniqu:[0,1,4,11,14],unique_cluster_label:0,unit:[1,2,3,8,10,16],unitari:[3,4,14],unitarili:14,uniti:16,univari:16,univers:[1,2,11,15,17],unix:2,unknow:[1,14],unknown:[1,2,3,4,6,8,14],unknowwn:10,unlabel:2,unless:[1,4,9,11],unlik:[2,6,11,16],unnecessarili:7,unravel:2,unrol:9,unseen:[1,5,7],unstabl:2,unsupervis:[1,2,10,13,15],unsymmetr:14,until:[0,2,7,10,11,16],untouch:1,unusu:10,updat:[0,2,8,10,11],upload:[13,18],upon:[2,4,9,14],upper:[1,6,7,14],uppercas:[14,16],ups:[],usag:[1,6,13,16],usd10000:1,usd:1,use:[0,1,3,4,5,6,7,8,9,10,11,13,14,15],usecol:1,used:[0,1,2,3,4,6,7,8,9,10,11,13,14,16,18],useful:[1,2,3,4,5,7,9,10,11,13,14,16,18],useless:2,user:[1,2,4,5,6,9,13,14],userwarn:4,uses:[1,2,3,4,7,9,10,14,16],usetex:16,usg:4,using:[0,2,3,4,5,6,7,8,9,10,11,14],usr:16,usual:[0,1,5,10,11],util:[0,2,4,5,8],v_0:9,valid:[1,2,5,7,8,11,13,15,16],valu:[0,1,2,4,5,6,7,8,10,11,13,14,15],valuat:7,valueerror:[],van:1,vandenbergh:[6,11],vandermond:1,vanilla:[1,4,9],vanish:[2,11,16],var_x:16,varabl:6,varepsilon:[3,4],varepsilon_:[3,4],varepsilon_i:[3,4],vari:[1,2,3,4,8],variabl:[0,1,2,3,4,5,6,8,9,10,11,14],varianc:[0,1,2,3,5,7,8,9,11,13,14,15],variance_i:[3,9],variance_x:[3,9],variant:[1,2,4,6,10,11],variat:9,varieti:[1,10,13],variou:[2,3,4,5,6,7,9,10,11,13,14,16],vartempvec:16,varvec:16,vaue:2,vault:1,vdot:11,vec:[4,16],vector:[0,1,2,3,4,5,7,8,9,11,13,15],vector_mean:0,ventur:[1,6,13],verbos:2,veri:[0,1,2,3,4,5,6,7,8,9,10,11,16,18],verifi:[9,14],versatil:6,versicolor:[6,7],version:[0,1,8,11,13,14,16],versu:2,vert:[1,2,3,4,5,6,7,9,11],vert_1:[3,4],vert_2:[3,4,9],vertic:[],via:[1,3,4,5,6,7,8,9,10,13,14,15,16],vidal:9,video:[1,2,10,13,15],view:[2,3,4,10,11,15,16,18],violat:6,virginica:7,viridi:[1,2],virtual:2,viscos:11,viscou:11,vision:1,visual:[1,9,10,13],visualis:2,viz:[4,6,16],vjp:11,vjpnode:11,vmax:[2,4],vmc:16,vmin:[2,4],volum:1,vote:8,voting_clf:8,votingclassifi:8,votingsimpl:8,vrtx:15,vspace:11,vstack:[3,9,14,16],w_1:[6,14],w_1x_1:6,w_1x_:6,w_2:[6,14],w_2x_2:6,w_2x_:6,w_3:14,w_4:14,w_i:[2,8],w_ix_i:10,w_j:14,w_m:14,w_px_:6,w_px_p:6,wai:[0,1,2,3,4,5,6,8,9,10,11,12,14,16],walk:7,walker:16,wang:1,want:[0,1,2,3,4,6,7,8,9,10,11,13,16],warn:[1,2,6],warrant:4,watch:13,wavelet:6,weak:[0,7,8],weather:[2,10],web:[13,15],webpag:15,websit:[4,14,15],wedg:[6,16],wednesdai:15,wee:9,week:[3,4,5],weekli:[13,18],weight:[1,2,4,5,7,8,10,11,16],welcom:[6,13],well:[1,2,3,4,5,6,7,8,10,11,13,14,15,16,18],went:6,were:[0,1,2,3,4,5,6,8,9,10,16],wessel:1,what:[0,2,3,4,5,6,7,8,9,10,11,13,14,15],when:[0,1,2,3,4,5,6,7,8,9,10,11,14,16],whenev:[11,16],where:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16,17],wherea:[4,16],wherein:[2,10],whether:[1,3,5,7,16],which:[0,1,3,4,5,6,7,8,9,10,11,13,14,15,17],whichev:2,white:7,who:[1,15],whole:[0,2,3,7,9],whose:[1,4,8,16],whow:[3,9],why:[1,2,4,11],wide:[1,2,4,5,10,13,14],widehat:4,width:[1,6,7],wieringen:1,win:8,wind:7,wing:17,wiothout:4,wiscons:5,wisconsin:8,wisdom:4,wise:[1,2,3,10,11],wish:[0,1,3,5,6,9,11,14],with_std:1,wither:4,within:[0,1,5,7,10,11,16,18],withinclust:0,without:[1,2,3,4,6,7,9,10,11],won:1,wonder:6,word:[0,1,2,3,4,16],work:[0,1,2,4,5,6,7,11,13,15,16],world:[1,6],worldwid:1,wors:[1,2,4],worth:7,would:[1,2,3,4,5,6,7,8,9,10,11,14,16],wrap:[4,14,15],wrap_util:11,write:[1,2,3,4,5,6,10,11,12,14,15,16],written:[1,3,9,10,11,13,14,16],wrong:[2,6],wrongli:[8,16],wrote:[3,9],wrt:8,wth:8,www:[13,14,15,18],wx_1:6,x0s:6,x1_exampl:6,x1d:6,x1s:[6,7,8],x2d:[6,9],x2d_train:9,x2dsl:9,x2s:[6,7,8],x3s:6,x_0:[1,3,9,14],x_1:[1,3,4,5,6,7,8,9,11,14,16],x_2:[1,3,4,5,6,7,8,9,11,14,16],x_3:[6,14,16],x_4:14,x_center:9,x_data:2,x_data_ful:2,x_i:[0,1,2,3,4,5,6,7,8,9,10,11,14,16],x_ix_:1,x_iy_i:6,x_j:[1,6,7,10,16],x_jy_j:6,x_k:[0,10,14,16],x_l:16,x_m:[4,10,14,16],x_n:[1,4,6,9,10,11,14,16],x_new:[7,8],x_offset:4,x_p:[5,7],x_poli:7,x_poly10:7,x_reduc:9,x_scale:6,x_test:[1,2,3,4,5,7,8,9],x_test_own:4,x_test_scal:[1,4,5,7,8,9],x_train:[1,2,3,4,5,7,8,9],x_train_mean:4,x_train_own:4,x_train_scal:[1,4,5,7,8,9],x_val:2,xarrai:13,xavier:2,xbnew:11,xcode:[1,13],xdclassiffierconfus:8,xdclassiffierroc:8,xg_clf:8,xgb:8,xgbclassifi:8,xgboost:7,xgboot:8,xgbregressor:8,xgparam:8,xgtree:8,xi_1:6,xi_:6,xi_i:6,xlabel:[1,2,3,4,5,6,7,8,11,16],xlim:[4,8],xmesh:11,xnew:[1,11],xpanda:1,xpd:[3,9],xplot:1,xscale:1,xsr:7,xt_x:11,xtest:4,xtick:[4,6,7],xtrain:4,xytext:6,y_0:[1,3,9,14],y_1:[1,3,6,7,9,11,14],y_1y_1:6,y_1y_1k:6,y_1y_2:6,y_1y_2k:6,y_1y_n:6,y_1y_nk:6,y_2:[1,3,6,7,9,14],y_2y_1:6,y_2y_1k:6,y_2y_2:6,y_2y_2k:6,y_3:[1,7,14],y_4:14,y_data:[1,2,3,4],y_data_ful:2,y_decis:6,y_fit:1,y_i:[1,2,3,4,5,6,7,8,9,10,11,14],y_if_:8,y_ix_:1,y_ix_i:[5,6,11],y_iy_jk:6,y_j:[4,6,10],y_k:10,y_m:14,y_model:[1,3,4],y_n:[6,11],y_ny_1:6,y_ny_1k:6,y_ny_2:6,y_ny_2k:6,y_ny_n:6,y_ny_nk:6,y_offset:4,y_plot:7,y_pred1:7,y_pred2:7,y_pred:[1,2,4,5,6,7,8],y_pred_rf:8,y_pred_tre:8,y_proba:[5,8],y_scaler:4,y_test:[1,2,3,4,5,7,8,9],y_test_onehot:2,y_test_predict:1,y_train:[1,2,3,4,5,7,8,9],y_train_mean:4,y_train_onehot:2,y_train_predict:1,y_train_scal:4,y_val:2,year:[1,13],yes:[4,5],yet:[1,2,4,6,9,11],yield:[0,1,3,4,6,8,10,11,14,16],ylabel:[1,2,3,4,5,6,7,8,11,16],ylim:4,ymesh:11,yoshua:[2,18],you:[0,1,2,3,4,6,7,8,9,11,13,14,16,18],young:1,your:[0,2,3,4,6,9,11,13,14,16],yourself:[9,11],youtub:13,ypred:4,ypredict2:11,ypredict:[1,11],ypredictlasso:3,ypredictol:3,ypredictown:4,ypredictownridg:4,ypredictridg:[3,4],ypredictskl:4,yridg:[],ytest:4,ytick:[4,6,7],ytild:[1,4],ytildelasso:3,ytildenp:1,ytildeol:3,ytildeownridg:4,ytilderidg:[3,4],ytrain:4,z_0:14,z_1:14,z_2:14,z_c:2,z_h:2,z_i:[2,10],z_j:[2,10],z_k:10,z_m:2,z_mod:7,z_o:2,zaman:16,zaxi:4,zero:[0,1,2,3,4,5,6,7,8,9,10,11,14,16],zip:[4,11],zm_h:1,zone:1},titles:["12. Clustering Analysis","3. Linear Regression","14. Building a Feed Forward Neural Network","4. Ridge and Lasso Regression","5. Resampling Methods","6. Logistic Regression","8. Support Vector Machines, overarching aims","9. Decision trees, overarching aims","10. Ensemble Methods: From a Single Tree to Many Trees and Extreme Boosting, Meet the Jungle of Methods","11. Basic ideas of the Principal Component Analysis (PCA)","13. Neural networks","7. Optimization, the central part of any Machine Learning algortithm","Content in Jupyter Book","Applied Data Analysis and Machine Learning, FYS-STK3155/4155 at the University of Oslo, Norway","2. Linear Algebra, Handling of Arrays and more Python Features","Teaching schedule with links to material","1. Elements of Probability Theory and Statistical Data Analysis","Teachers and Grading","Textbooks"],titleterms:{"2021":17,"4155":13,"case":[6,8,16],"final":10,"function":[1,2,4,5,6,8,9,10,11,16],"import":[3,14,16],And:[],Eye:8,FYS:13,Ising:4,OLS:[3,4],RMS:11,The:[0,1,2,3,4,5,6,7,9,10,13,16],Useful:13,Using:11,activ:[2,10],actual:16,adaboost:8,adam:11,adapt:8,adding:4,adjust:2,again:7,aim:[6,7],algebra:14,algorithm:[0,7,8,9,10],algortithm:11,all:6,analys:3,analysi:[0,1,3,4,9,13,16],ani:11,anoth:7,appli:13,approach:[1,6],approxim:10,architectur:2,arrai:14,assist:17,august:15,autocorrel:16,automat:11,back:[2,9,10],background:13,bag:8,base:11,basic:[0,1,3,5,7,8,9,14],batch:2,bay:3,befor:9,better:[6,16],bia:4,binari:2,binomi:16,bird:8,block:16,book:12,boost:8,bootstrap:[4,8,16],boston:1,breast:2,brief:[],bring:10,build:[2,7],calcul:16,cancer:[2,5,7,9],cart:7,central:[11,13,16],chain:10,chang:8,chi:1,choos:2,classic:9,classif:[2,7,8],classifi:6,clip:2,cluster:0,code:[0,1,2,3,7,9,10,16],collect:2,compar:8,complex:[1,4],complic:4,compon:9,comput:[7,16],con:7,concept:16,condit:[],conjug:11,content:12,continu:16,convex:[6,11],convolut:10,correl:[9,16],correspond:[],cost:[2,8],cours:[13,18],covari:[3,9,16],cross:4,cumul:16,cython:[],data:[1,2,4,5,7,9,13,16],dataset:2,decemb:15,decis:[7,8],decomposit:[3,9,14],deep:2,defin:2,definit:16,degre:1,demonstr:16,dens:1,deriv:[3,10],descent:[8,11],develop:2,deviat:16,diagon:9,dice:16,differ:6,differenti:11,dimension:6,disadvantag:7,discret:16,disguis:16,distribut:[3,16],doing:2,domain:16,down:2,dropout:2,economi:[],element:[1,16],elimin:14,ensembl:8,entropi:7,environ:1,equat:[1,10],error:[1,8],etc:[],evalu:2,event:16,exampl:[1,2,4,5,6,7,8,16],exercis:[1,4],expect:16,experi:16,explor:1,exponenti:16,express:[],extend:[],extrem:8,fall:17,famili:2,famou:16,fantast:[],featur:[7,14],feed:[2,10],fine:2,first:10,fit:[1,8],forest:8,forward:[2,10],frank:4,freedom:1,frequentist:1,fridai:[],from:[3,8,10],further:3,gaussian:[14,16],gener:[7,16],geometr:9,gini:7,good:1,grade:17,gradient:[2,8,11],handl:14,has:13,hessian:[],homework:[],hous:1,how:16,hyperparamet:2,hyperplan:6,id3:7,idea:[0,9],ideal:[],implement:[2,16],implic:3,improv:2,increment:9,index:7,inform:17,instal:13,instructor:17,interpret:[3,9],introduc:9,introduct:[1,4,13,14],invers:[3,14],iter:8,its:16,jackknif:16,julia:[],jungl:8,jupyt:12,kera:2,kernel:[6,9],lagrangian:6,lasso:[3,4],later:3,layer:[2,10],learn:[1,2,9,11,13],least:[3,4],level:8,librari:13,likelihood:5,limit:[2,11,16],linear:[1,6,11,14],link:[3,9,15,18],logist:5,loss:[],machin:[1,6,11,13],main:16,make:[1,7,8],mani:[8,10],materi:15,math:3,mathemat:[3,6],matric:3,matrix:[2,3,9,10,14,16],matter:1,mean:[0,1,16],meet:[3,8,16],mercer:6,mersenn:16,method:[4,7,8,11,16],mlp:10,model:[1,2,4,10],moment:16,momentum:11,moon:[6,7],more:[0,4,14],multilay:10,multipl:2,multipli:6,name:16,need:[],network:[2,5,10],neural:[2,10],newton:[],non:6,normal:[1,2,16],norwai:13,notat:10,novemb:15,now:[2,7],nuclear:1,nueral:5,numba:[],number:[1,16],numer:16,numpi:14,numpython:0,observ:16,obtain:9,octob:15,off:4,one:10,optim:[2,6,11,13],ordinari:[3,4],organ:1,oslo:[13,18],other:[7,9,10,16],our:[0,1,3,9,11,16],outcom:13,output:16,overarch:[1,6,7],overview:8,own:[0,1,8,9],packag:14,panda:[],part:[11,13],pass:2,pca:9,pdf:16,perceptron:10,perform:[2,7],period:16,perspect:2,poisson:16,practic:11,pre:2,preprocess:[],prerequisit:13,princip:9,pro:7,probabl:[3,16],problem:[2,11],procedur:7,process:2,program:11,project:4,prop:11,propag:[2,10],properti:[3,16],pseudo:16,python:[0,1,7,13,14,16],quick:6,ran0:16,random:[8,9,16],raphson:[],read:7,real:4,recip:16,recurr:10,reduc:1,regress:[1,3,4,5,7,8,11],regular:2,relev:18,relu:2,remind:[4,6],requir:13,resampl:4,rescal:4,revisit:11,ridg:[3,4],rng:16,rule:10,sampl:[9,16],schedul:15,schemat:7,scikit:[1,2,9],select:16,semest:17,sensit:[],septemb:15,set:[1,7,10],sgd:[],should:[2,16],simpl:[1,7,11,16],singl:8,singular:[3,9],situat:16,size:[],slightli:[],soft:6,softmax:2,softwar:[],solv:[],solver:11,some:11,split:1,squar:[1,3,4,8],standard:[11,16],state:1,statist:[3,4,13,16],steepest:[8,11],step:[],stk3155:13,stochast:[11,16],stop:[],supervis:2,support:6,svd:3,teach:[15,17],teacher:17,techniqu:[4,9],technolog:13,tensorflow:2,test:[1,2],textbook:18,than:[],theorem:[3,6,9,10,16],theori:16,three:16,tip:11,togeth:10,top:2,toss:16,toward:[0,9],trade:4,tradeoff:4,train:[1,2],tree:[7,8],tune:2,two:[6,13],type:10,uncorrel:16,understand:[],uniform:16,univers:[10,13,18],use:[2,16],used:5,using:[1,16],valid:4,valu:[3,9,16],variabl:16,varianc:[4,16],variou:1,vector:[6,10,14],view:[1,8],visual:[2,7],wai:7,week:15,weekli:15,what:[1,16],when:[],which:[2,16],why:16,wisconsin:5,write:[0,9],xgboost:8,your:[1,8]}}) \ No newline at end of file diff --git a/doc/LectureNotes/schedule.md b/doc/LectureNotes/schedule.md index 8fb9c6ab3..6ae2ca007 100644 --- a/doc/LectureNotes/schedule.md +++ b/doc/LectureNotes/schedule.md @@ -80,7 +80,7 @@ For the reading assignments we use the following abbreviations: - Lecture Thursday: Classification problems and Logistic Regression, from binary cases to several categories - Video of Lecture at https://www.uio.no/studier/emner/matnat/fys/FYS-STK4155/h21/forelesningsvideoer/LectureSeptember23.mp4?vrtx=view-as-webpage - Lecture Friday: Logistic Regression and gradient optimization - + - Video of Lecture at https://www.uio.no/studier/emner/matnat/fys/FYS-STK3155/h21/forelesningsvideoer/LectureSeptember24.mp4?vrtx=view-as-webpage - Reading recommendations: - See lecture notes for week 38 at https://compphysics.github.io/MachineLearning/doc/web/course.html. - Bishop 4.1, 4.2 and 4.3. Not all the material is relevant or will be covered. Section 4.3 is the most relevant, but 4.1 and 4.2 give interesting background readings for logistic regression