lars/FYS-STK4155
1
0
Fork 0
Code Issues Pull Requests Actions Packages Projects Releases Wiki Activity
Files
de741983fe2ffb68c6a37e5c0dae60dcad37e281
FYS-STK4155/doc/LectureNotes/_build/html/searchindex.js
T
Morten Hjorth-Jensen 621836e70c small update on book
2024-09-03 05:59:13 +02:00

1 line
140 KiB
JavaScript
Raw Blame History

Search.setIndex({docnames:["chapter1","chapter10","chapter11","chapter12","chapter13","chapter2","chapter3","chapter4","chapter5","chapter6","chapter7","chapter8","chapter9","chapteroptimization","clustering","exercisesweek34","exercisesweek35","exercisesweek36","intro","linalg","project1","schedule","statistics","teachers","textbooks","week34","week35","week36"],envversion:{"sphinx.domains.c":2,"sphinx.domains.changeset":1,"sphinx.domains.citation":1,"sphinx.domains.cpp":4,"sphinx.domains.index":1,"sphinx.domains.javascript":2,"sphinx.domains.math":2,"sphinx.domains.python":3,"sphinx.domains.rst":2,"sphinx.domains.std":2,"sphinx.ext.intersphinx":1,sphinx:56},filenames:["chapter1.ipynb","chapter10.ipynb","chapter11.ipynb","chapter12.ipynb","chapter13.ipynb","chapter2.ipynb","chapter3.ipynb","chapter4.ipynb","chapter5.ipynb","chapter6.ipynb","chapter7.ipynb","chapter8.ipynb","chapter9.ipynb","chapteroptimization.ipynb","clustering.ipynb","exercisesweek34.ipynb","exercisesweek35.ipynb","exercisesweek36.ipynb","intro.md","linalg.ipynb","project1.ipynb","schedule.md","statistics.ipynb","teachers.md","textbooks.md","week34.ipynb","week35.ipynb","week36.ipynb"],objects:{},objnames:{},objtypes:{},terms:{"0":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,22,23,25,26,27],"00":[0,1,5,6,9,11,25,26,27],"000":[1,3,9],"0000":9,"00000":[9,11],"000000":[5,11,26],"00000000e":[5,26],"0001":[1,17],"00019961646575285301":9,"00019998":5,"00024087":5,"00029012":5,"00031535148309577417":[6,27],"0003153514830958095":[6,27],"00034944":5,"000417932":2,"00042089":5,"000464088":2,"00050694":5,"00058016":[6,27],"00060704":6,"00061058":5,"00062592":6,"00066668":[6,27],"00068734":[6,27],"00069123":6,"00073541":5,"00076495":[6,27],"00076908":6,"0007698473260556325":[6,27],"0007698473260556343":[6,27],"00079125":6,"00079968":5,"00084707":6,"00085892":6,"00087697":[6,27],"00088573":5,"00092678":6,"00096314":5,"001":[1,2,8,13,17,27],"00100519":[6,27],"0010479245693919886":6,"00105081":[6,27],"00106677":5,"00107405":[6,27],"00111756":[6,27],"0011526":[6,27],"00115999":5,"00118584":6,"00128479":5,"001323":[6,27],"00137814":6,"00139705":5,"00149311":[6,27],"00149956":[6,27],"00152117":[6,27],"00154733":5,"00156374":6,"00168251":5,"00174276":[6,27],"00175331":[6,27],"00186347":5,"001880":5,"00200":8,"00202624":5,"00202756":[6,27],"00217499":[6,27],"00224413":5,"00228740":6,"0023548":[6,27],"002381316302584885":[6,27],"0023813163025848865":[6,27],"00242999":6,"00243186":[6,27],"0024401":5,"00249435":[6,27],"00266858":2,"00270244":5,"00274989":[6,27],"00289724":[6,27],"00293838":5,"00310113":2,"00312361":[6,27],"00315593":6,"0032153180657605116":6,"00323332":[6,27],"0032542":5,"003301":[6,27],"0033955154592040936":6,"00353823":5,"0036237":[6,27],"0036367":[6,27],"00369758":[6,27],"0038335":[6,27],"003909404072811226":6,"00391839":5,"0039987":[6,27],"004":[5,27],"004091940707753939":6,"00410387":[6,27],"00410478":6,"004113634617443131":[6,26,27],"00411363461744314":[6,26,27],"004113634617443147":[6,26,27],"00415598634586135":6,"00424909":2,"00424967":[6,27],"00426027":5,"00433417":11,"00440346":[6,27],"00443743":[6,27],"00445655":11,"00445922":25,"004579219539673834":6,"00458878":[6,27],"004610275230656212":6,"00462287":[6,27],"00471782":5,"00472199":6,"00472512":[6,27],"0049544":[6,27],"00497837":27,"004999999999999991":0,"00512927":5,"00517114":[6,27],"00526348":[6,27],"0053018":[6,27],"00554552":[6,27],"00556826":[6,27],"0056799":5,"00579953":[6,27],"00588657":[6,27],"00607783":6,"006162":[6,27],"00617499":5,"00630331":[6,27],"00642221":[6,27],"0064472":27,"00660427":[6,27],"00672607":[6,27],"00673407":[6,27],"00676387":[6,27],"0068011":[6,27],"00683748":5,"00683964":[6,27],"007024126888938232":6,"00719176":[6,27],"00727646693":[0,25],"007315":26,"0074331":5,"00759119":6,"00779281":22,"00784393":[6,27],"00803064":[6,27],"00813803":6,"00817631":[6,27],"00823002":5,"00827728":[6,27],"00831018":[6,27],"00834567":[6,27],"00848904":[6,27],"0086649156":[0,25],"008675369724975977":5,"008831941890485846":26,"00890669":19,"00894639":5,"00902152e":26,"00905423":[6,27],"009163470508352218":5,"009164545680330616":6,"00917248":[6,27],"00934327e":26,"00934499":[6,27],"009522910538005715":26,"0096208":[6,27],"00987022":25,"00990475":5,"00992331":[6,27],"00996754":[6,27],"00it":6,"01":[0,1,2,5,6,9,11,13,17,24,25,26,27],"010018312644137363":6,"0100706":[6,27],"010331721306655127":6,"010516485576645508":6,"01066519":[6,27],"01076611":5,"0110":22,"011076219011379514":6,"011225":2,"011265488125148788":26,"0113104":[6,27],"01173838":0,"01179792":[6,27],"01191824":5,"012073649446193166":6,"01219292":[6,27],"01222822":26,"01223198":[6,27],"01231917":[6,27],"01265755":26,"012658":26,"01267007":27,"01290947":[6,27],"01295356":5,"013121574015585152":6,"013121574015585155":6,"01312254":25,"01318643":[6,27],"01347916":[6,27],"01348565":[6,27],"01367553":[6,27],"01384313":25,"01397146":[6,27],"01405935":[6,27],"01416528":[6,27],"01433809":5,"014436800088904942":6,"01449782":[6,27],"01458337":[6,27],"014586":26,"01458611":26,"0146081":[6,27],"01463049":[6,27],"014891664497538563":25,"01496065":25,"01507238889517706":[6,27],"01507238889517717":[6,27],"01531845":[6,27],"01549377":[6,27],"01558197":5,"015910":11,"01591047":11,"01628578269596628":6,"01633913":[6,27],"01640891":6,"01655318":[6,27],"016587414993043573":6,"01691985":[6,27],"0169643":5,"01708781":[6,27],"01708852":[6,27],"01713366":[6,27],"01724499":5,"017355848195593347":6,"01735584819559336":6,"017665":5,"01783414e":26,"01813007e":26,"018232":26,"01831050e":[6,27],"01831190e":[6,27],"01846688":25,"01866537":[6,27],"01873344":11,"01873869":5,"01898855":[6,27],"01905883":[6,27],"01908936":[6,27],"01963611":[6,27],"01969145":[6,27],"01975416527185249":6,"01975848":[6,27],"01it":6,"02":[0,4,6,7,12,25,26,27],"02024962":[6,27],"02054837e":[6,27],"02068067":[6,27],"02073509":5,"02077431":27,"02098261":[6,27],"02123176":[6,27],"021544346900318832":27,"021592704588025022":6,"021592704588025025":6,"02180258":25,"02198702e":[6,27],"02198703e":[6,27],"02208512":[6,27],"02228115":[6,27],"02229529":[6,27],"02252765":5,"022999498260366312":6,"02348765":[6,27],"02365049":[6,27],"024217":11,"02421742":11,"0245528":[6,27],"02492265":5,"02498832":[6,27],"02503753":[6,27],"02511518":6,"02522069":6,"025709":[11,26],"02586427":[6,27],"0260906":[6,27],"02625193":8,"02629596":19,"02660572763718093":6,"026605727637180936":6,"02693858":27,"02707227":5,"02723445":[6,27],"027609773491022525":6,"02760977349102253":6,"027610":5,"02761005":5,"02857":4,"02895918":27,"029483":5,"029733":26,"02976145":[6,27],"02994311":5,"02f":[6,20],"02it":6,"03":[1,6,26,27],"03032441e":[6,27],"03077640549":4,"03099776":5,"031":[5,27],"031696741936652305":22,"03196357":[6,27],"03251863":5,"03256632e":1,"03267527":[6,27],"03279636":[6,27],"0330308045183194":[6,27],"0330308045187757":[6,27],"03308408":5,"0334336":25,"033657685071527665":6,"03405654":11,"034057":11,"03447512":[6,27],"034557":26,"03562355":[6,27],"03568439":[6,27],"0359565":5,"03630548":[6,27],"03707133":11,"037299816041296285":9,"037813671417389005":6,"03781367141738902":6,"03814292":[6,27],"03815288":[6,27],"038300":[11,26],"03846169":27,"039039":5,"039967668952797":[6,27],"0399676689527975":[6,27],"04":[1,6,11,26,27],"040102":5,"04010697":[6,27],"04063602":[6,27],"041":9,"0411487294305088":[6,27],"0411487294305226":[6,27],"04193203":26,"04220758":[6,27],"04242885e":26,"043":9,"04315108":5,"04321941e":26,"04346721":5,"04355837":[6,27],"04362":9,"04373024":25,"0437499":2,"04389027":[6,27],"04423486":[6,27],"04426744e":26,"044334":26,"044613":[6,27],"04537385":[6,27],"04543942":[6,27],"045548":11,"04554803":11,"04566964":[6,27],"0458":9,"04648335":5,"04664255":6,"04683565":5,"046842629321028326":11,"04784395":[6,27],"0481872773043029":6,"04876305":25,"04892055":[6,27],"04909093":[6,27],"04912436":6,"0494262":25,"04944931918420588":22,"049556996627824":[6,27],"0495569966278269":[6,27],"05":[1,4,6,20,26,27],"05009826":[6,27],"05061841":22,"05073207e":26,"05087888":11,"050879":11,"051006":11,"05100602":11,"05100875":[6,27],"05108705":25,"051418":5,"051649":[11,26],"0517473":5,"05210975":19,"052279218012056844":6,"05227921801205686":6,"052305":26,"05263":9,"05302":9,"053417":26,"05364854":8,"05383795":[6,27],"0538391":25,"053849":5,"05447415":[6,27],"054617":26,"054655":26,"05505310046363":2,"05519999":27,"05533":9,"055676":26,"055734":26,"055910":26,"055987":26,"05614483":5,"05623":9,"05648":9,"05651951":[6,27],"05667":9,"056683":26,"056767":5,"057076":5,"05716368155342608":6,"057300":26,"057393":26,"057415":5,"057418":26,"057457":26,"057722":26,"057786":5,"057835":26,"05785343":[6,27],"05789007":[6,27],"05796251":[6,27],"05807125":[6,27],"058190":5,"058552":26,"058645":26,"05883":9,"05884":9,"058854":26,"058952":26,"058996":26,"059031":26,"059226":5,"059406":5,"059597":5,"05965043":19,"059711":5,"059797":5,"059807":26,"059951":26,"05999":9,"059993":26,"06":[6,26,27],"060003":5,"060043":5,"060083":26,"06020587":[6,27],"060254":26,"060340":5,"060422":5,"06043581":[6,27],"060612":5,"060716":26,"060756":26,"060764":5,"060864":5,"060872":26,"061076":5,"061146":5,"061163":26,"061359":26,"061367":5,"061443":26,"061452":26,"061496":5,"061614":26,"061822":5,"061882":5,"06200174":5,"062016":26,"06208238634231949":6,"062242":5,"062292565":4,"062337":26,"062599":26,"062624":26,"062634":5,"062874":26,"063019":26,"063061":26,"063080":26,"063260":26,"063511":5,"063653":26,"063684":5,"063832":5,"063894":26,"063965":5,"064061":5,"064074":26,"064087":5,"064307":5,"06442194e":26,"06444":9,"064501":26,"064521":5,"064530":5,"06453579006728324":6,"064606":26,"064609":26,"064699":26,"064713":5,"064793":26,"064841":5,"064889":5,"06491736":[6,27],"064933":5,"065024":5,"065077":26,"065101":5,"065115":5,"065186":5,"065273":5,"065299":5,"065304":5,"065359":5,"065361":5,"065378":26,"065390":26,"065410":26,"06547790180152355":6,"06547790180152359":6,"065588":5,"065633":5,"065860":5,"065930":5,"066066":26,"066204":5,"066349":5,"06637":9,"066380":5,"066395":5,"066402":5,"066406":5,"06644775":19,"066458":5,"066474":26,"066500":26,"066612":26,"066647":26,"0666807":2,"066787":26,"066837":[11,26],"066854":26,"06696769":19,"066999":26,"067097":5,"067149":5,"06719214":19,"06724062":5,"067284":5,"067392":5,"067429":5,"067482":5,"067560":5,"067637":26,"067707":26,"067729":5,"068022":5,"068264":26,"068301":5,"068307":26,"068441":26,"06844519414009445":6,"06844519414009446":6,"068605":11,"068629":26,"068727":26,"068906":26,"068963":5,"069028":26,"06926365":26,"069275":5,"0694169556368514":19,"069452":26,"069521":5,"069584":26,"069704":5,"069717":5,"07":[6,26,27],"070006":11,"070043":26,"070054":5,"070146":26,"07016":9,"07017":9,"070202":11,"070213":26,"070342":5,"07039":9,"070457":26,"070496":5,"070582":26,"07062318":[6,27],"070737":26,"070868":5,"070889":[11,26],"070986":26,"07115":9,"0713":[0,25],"071315":5,"07145103":11,"071462":11,"07160048164233102":6,"07160048164233104":6,"07172103":25,"071729":11,"072000":26,"072111":26,"072132":26,"072476":26,"072489":5,"072621":26,"072633":5,"072759":5,"07285":3,"072860":5,"072976":11,"073318":11,"073481":5,"073581":5,"073598":[11,26],"073627":5,"073634":5,"073644":26,"073934":5,"074067":[11,26],"074084":26,"074208":5,"074210":26,"07421084":5,"074323":26,"074407":5,"074548":5,"074552":11,"07456491":5,"074706":5,"07490892":[6,27],"074973":11,"075398":11,"075698":5,"075816":26,"075889":26,"075972":5,"076150":26,"076383":5,"07643382":19,"0764924":[6,27],"076620":5,"076697":11,"076716":5,"07678":9,"07692307692307693":9,"076938":[11,26],"076964":5,"077082":11,"077168":26,"07745069":22,"077460":26,"077522":11,"07777777777777778":1,"078110":26,"07820":9,"078336":26,"078540":26,"07862755":22,"07864":9,"078704":5,"07871":9,"078785":11,"078824":11,"078974":26,"078986":26,"079381":11,"079412":5,"07944154":[19,25],"079578":5,"079642":5,"0796891867672603":6,"0798590438380667":11,"079873":5,"079946":26,"08":[6,9,22,26],"080016":5,"080195":11,"080425":5,"08043851":5,"080616":26,"080630":11,"080764":26,"081276":26,"081308":11,"08131003":6,"081374":11,"081422":11,"08156108":[6,27],"081597":11,"08165104":26,"081655":26,"081798":11,"08251519":[6,27],"082592":11,"082619":11,"082653":26,"082661":11,"08277442":22,"0827744231113545":22,"082978":11,"08299273e":[6,27],"083096":11,"08318298e":1,"08323973e":26,"083309":11,"08333333333333333":[1,9],"08336233266":4,"083527":26,"083540":11,"08376632":[6,26,27],"083766322923899":[6,26,27],"0837663229239043":[6,26,27],"083851":11,"083906":11,"083943":11,"084022":11,"084076":26,"084157":11,"08426840630693411":6,"08426840630693413":6,"084362":11,"08455":9,"084574":11,"084650":11,"08474":9,"084809":26,"085152":11,"085237":11,"085259":11,"085265":11,"085346":11,"085383":11,"085431":11,"08551306":[6,27],"08557805981945521":5,"085693":11,"08576932":6,"08593216":[6,27],"086059":11,"08611111111111111":1,"086230":11,"086263":11,"086538":11,"086550":11,"086611":11,"086615":11,"086673":11,"086782":11,"086875":11,"086890":11,"08690":9,"087176":11,"08750220e":26,"08758":9,"087822":11,"087938":11,"087951":11,"088061":11,"088130":11,"088160":11,"0881981":5,"088222":11,"08823":[],"088361":11,"088402":11,"088422":11,"08860792":19,"08871404":5,"08881497884574564":26,"08888888888888889":1,"088893":11,"088908":11,"088986":11,"08902":9,"08939489":19,"0895387":26,"089539":26,"089629":11,"089654":11,"089682":11,"089702":11,"089739":11,"089892":11,"08996":9,"09":[1,6,26],"090000":11,"090025":11,"09004029":25,"090290":11,"09047191e":26,"090623":11,"090696":11,"090751":11,"091246":11,"091331":11,"091353":11,"091561":11,"091627":11,"09163947":6,"09166666666666666":1,"0917":9,"091700":11,"09221309":22,"092347":11,"09251":9,"092544":11,"092613":11,"092672":11,"09298511":22,"093078":11,"093132":11,"093429":11,"0940821989627646e":[6,27],"0940821989652176e":[6,27],"094426":11,"09444444444444444":1,"094577":11,"094659":11,"094671":11,"094970":11,"09609807":5,"09650726":25,"096803":11,"096837":11,"096928":11,"09715081560068299":25,"09744":9,"09780":9,"09791":9,"09861229":[19,25],"0988662":19,"09900923":25,"09903804":8,"09917303":19,"09919198949275869":6,"099287":11,"09951287404314545":1,"09953815":19,"0n":[0,25],"0x0006":[3,4,14],"1":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,21,22,23,24,27],"10":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,19,20,21,22,23,25,26,27],"100":[0,1,2,3,4,5,6,8,9,10,11,13,14,15,16,17,19,22,23,25,26,27],"1000":[0,1,2,4,5,8,11,13,14,18,22,25,26],"10000":[2,5,6,10,11,13,22,27],"100000":8,"10001":10,"1001":[9,22],"1002":22,"1003":22,"10030":9,"10041812":27,"1005":22,"1007711427354898":6,"1009":22,"1011":22,"1013":22,"1013904243":22,"10141413e":[6,27],"1015":22,"1015am":25,"1023":22,"10230":9,"1024":3,"1026":22,"1027":22,"103":1,"1030":22,"10340":9,"1037":22,"10378326e":1,"1038":22,"10391807":[6,27],"10398646080125032":6,"10398646080125035":6,"1040":22,"10405456":11,"10430":9,"104411":26,"1047":22,"105":27,"10520":9,"10555555555555556":1,"10589577":5,"106095":[11,26],"10694828":19,"10790125813226321":26,"108":[6,9],"10913":6,"10931453":[6,27],"10960":9,"10983159":11,"10th":9,"10x":[0,25],"11":[0,2,5,6,7,8,9,10,11,12,13,15,16,19,20,21,22,23,24,25,26,27],"1100":22,"1101":22,"11022072":11,"110221":11,"11022302e":5,"111":[1,7,12],"11100":9,"112383":[11,26],"1124":9,"11368985":25,"11382896":27,"11388888888888889":1,"11390":9,"11400097":19,"11462415":5,"11482289e":[6,27],"11500354":19,"11507992e":1,"11547777218872497":6,"115822":6,"11590":9,"11660":9,"11666666666666667":1,"11694":20,"117":8,"11744554e":[6,27],"11780":9,"118":[0,2,7],"11830757":27,"118318":26,"11840":9,"11890":9,"119":[0,2,7],"11938949":22,"11952661":22,"11967653":25,"119936":2,"12":[0,1,2,3,4,5,6,7,8,9,11,12,19,22,24,25,26],"120":[0,2,3,7],"1203":9,"1203284":8,"12044974":26,"120450":26,"121":[8,9,10],"12122786e":26,"1215pm":[23,25],"12182967":[6,27],"122":[2,8,9,10],"12222222222222222":1,"1225397":22,"123":2,"12318726e":[6,27],"12330033":26,"12333649":[6,27],"123711":6,"12380":9,"124":[0,25],"12400":9,"1242":8,"12552073e":[6,27],"12591227":26,"126":9,"1261":9,"12618549":5,"1265":9,"127":4,"12700133":19,"1271":6,"12777777777777777":1,"12790":9,"128":[3,4,13],"12871842":26,"129012":6,"12952339":27,"1297":9,"1298":9,"12pm":[23,25],"13":[0,2,5,6,7,9,11,12,19,20,22,25,26],"130":9,"13003291":[6,27],"130224":11,"13022421":11,"13055555555555556":1,"130694":26,"13069442":26,"131":9,"13118774":25,"13156239":19,"13179053e":26,"132":9,"13220608e":[6,27],"1325":6,"1326":9,"1326197715":25,"13280":9,"133":7,"13318759":19,"134":27,"135":9,"13535942":[6,27],"13588335":26,"136":[0,7],"13614217":19,"13633112":25,"13641587e":26,"13646574":5,"13658936":22,"13661243e":[6,27],"13679863":[6,27],"137":[0,7],"13740":9,"137652":[11,26],"138":[0,7],"1385":6,"13858317":25,"13865173":5,"13867518":25,"138775":[11,26],"1388888888888889":1,"13890":9,"139":[0,7],"1392559585020426e":[6,27],"139255958997547e":[6,27],"13929376":19,"14":[0,2,4,5,6,7,8,9,10,11,12,19,20,22,24,26],"140":[0,2,7,9],"14021063":[6,27],"14092044":19,"141":[0,2,7],"14100":9,"1416398":[6,27],"14174745":[6,27],"1418":9,"142":[0,7,9],"14250":9,"14277718e":26,"143":[0,2,7,9],"1437":1,"144":[0,7],"14400":9,"1440501043841336":1,"14440":9,"1446729567":4,"145":2,"14568914":27,"146":2,"14710":9,"14716":6,"14722222222222223":1,"147400":[11,26],"147420":[11,26],"1479":9,"148":[3,4,14],"14812206":6,"148282":6,"14932255":22,"149425":6,"14966323":19,"14984157":22,"14g":6,"15":[0,2,4,6,7,8,9,12,13,15,16,17,19,22,25],"150":[3,4,8,9,14],"15005476":5,"150707":6,"15098090e":[6,27],"151":[3,4,14],"15130074e":[6,27],"152":9,"15200":9,"1527777777777778":1,"153":[3,4,14],"153036":26,"15330788e":26,"15384615384615385":9,"154":[3,4,6,14],"15431202":19,"155":[3,4,9,14],"156":[3,4,14],"156956":5,"157":[3,4,14],"1575":9,"15792278643800434":5,"158":9,"15807529":25,"1587":9,"1590":9,"15990":9,"15am":25,"15g":6,"16":[1,2,3,4,5,6,8,9,10,22,25,26,27],"1603":3,"16111111111111112":1,"16211139":5,"16220":9,"162246":5,"16231451":4,"1625":9,"1628":9,"16304863":26,"163049":26,"1630775253":1,"16342407":5,"16343471":[6,27],"16384":3,"16500":9,"16526258":19,"166":9,"16632351e":26,"16638104":19,"167787":5,"168":9,"16805821e":[6,27],"16855533":25,"17":[1,2,5,6,7,8,9,13,22,26],"1709":9,"171":27,"171525":26,"1715252":26,"17174962e":1,"17222222222222222":1,"1726":9,"17300":9,"1731":9,"17446471":6,"17485935":19,"1752":9,"175300":26,"17561484":19,"17576105":25,"17641709":[6,27],"17748443e":26,"17755779e":26,"17777777777777778":1,"17801022":5,"17861098":6,"17917768":5,"17949575":5,"17953942":11,"1797":[1,3],"17979265":5,"179793":5,"18":[2,6,7,8,9,10,13,22],"1801709":27,"18029127":5,"1803":[],"1807":4,"18075088":22,"1809":9,"181":9,"1812":9,"1821":9,"182925111119767":19,"18307821":27,"18333333333333332":1,"18383522":26,"18388":6,"184":9,"184519":26,"185":27,"1860":9,"18611111111111112":1,"18613217e":[6,27],"18660":9,"18670072e":26,"18673098":11,"189496":26,"189622":26,"19":[2,6,9,15,22,25],"19166666666666668":1,"19207979":5,"19220":9,"1940":0,"194042826649355e":[6,27],"194042826815211e":[6,27],"1943":12,"1944":6,"1949983":25,"1956":9,"19569961":[6,26,27],"19688765":25,"1970":[19,25],"1973":9,"197370":[11,26],"19740":9,"1979":6,"19800":9,"1999":[],"1_1":12,"1_2":12,"1_3":12,"1cm":[0,8,10,22,25],"1d":[1,2,3],"1e":[1,2,4,13,14],"1e10":14,"1e4":6,"1f":1,"1k":19,"1n":[0,25],"1x":[0,25],"2":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,19,20,21,22,24],"20":[0,1,2,6,7,8,9,13,22,23,25,27],"200":[0,2,3,4,8,9,10],"2000":[0,26],"20015436":6,"2004":13,"2006":24,"2008":25,"2010":1,"2011":1,"2014":4,"2015":1,"2016":[0,25],"2018":[0,6,26],"2019":[8,9],"2021":[6,14,26,27],"2022":25,"20222345":22,"2023":20,"2024":[15,16,17,25,26,27],"2027":9,"20277777777777778":1,"20488808e":26,"20500":9,"2060":9,"2069":9,"207545":[11,26],"20833333333333334":1,"20867052175034223":6,"20916295":26,"20980":9,"21":[0,1,2,5,6,7,9,12,13,19,25,26],"210340":[11,26],"21058097":5,"21093775":6,"21117128e":26,"21130":9,"2116753732":4,"21169159e":[6,27],"213103":[11,26],"213743":[11,26],"21378153":25,"21517262":6,"21596432":6,"216290":[11,26],"216683":[11,26],"21733307e":26,"217962":11,"21796226":11,"21888121":19,"22":[0,1,2,5,6,9,12,13,19,22,25,26],"22019267":19,"22044605e":[5,26],"221":8,"2211108":19,"221180":26,"2216":9,"2218":9,"221805":2,"221921":5,"2222736":5,"222274":5,"222400":26,"22398902":25,"225":4,"22668089":25,"226818":5,"22681817":5,"22690428":5,"22842468702219465":6,"2284246870221947":6,"22847924":5,"23":[1,2,6,9,12,15,19,22,25],"23002365e":[6,27],"23076923076923078":9,"23117504":25,"23167717":5,"23177156e":26,"232435":26,"23333333333333334":1,"2338675":26,"233868":26,"234":6,"23505507e":26,"2351":6,"2364":9,"2397":9,"23971032":26,"24":[0,1,2,6,9,19,25],"2401":20,"24140":9,"24155894":19,"24159785":26,"2416":9,"24175744e":[6,27],"2419":9,"2430":9,"24390":9,"24444444444444444":1,"24502113":19,"2456969087678473":22,"24569691":22,"246":2,"24604925":19,"24829908":5,"24906604e":[6,27],"24975055":19,"25":[2,3,4,5,6,8,9,11,20,22,26],"250":[2,4,7,9],"25000":0,"250084":5,"2500845":5,"25185716":27,"251879":26,"252436":26,"25325161e":26,"255":3,"255001":26,"25529356":25,"256":[2,4],"25617655e":[6,27],"25617658e":[6,27],"2572":9,"2575":9,"259153":[11,26],"2597":9,"26":[2,6,9,16],"26093249":19,"26124692":6,"26297455":26,"26301436":5,"26409315307910025":[6,27],"2640931530791004":[6,27],"2650":9,"265109911":4,"2654":9,"2662882":25,"26710969":5,"26773827":19,"26780278":5,"26792572":19,"268":9,"26814548":6,"26995402":26,"27":[0,1,2,6],"270350130579073":11,"27065633":27,"27486761":5,"274868":5,"2750":9,"27518808":25,"276263":[11,26],"27700":9,"27760":9,"27924636":5,"27n_":22,"28":[1,2,3,4,6,9,22],"280573":5,"280647":[11,26],"28205578e":26,"282075":5,"28207517":5,"28238649":19,"282727":[11,26],"2830637392":4,"28336218e":[6,27],"28390":9,"28391978":26,"28475098":8,"2861":22,"2871":9,"2873":9,"2882":22,"2886":22,"2890":[0,25],"2892":22,"28986131":22,"29":[2,6,9],"2915":22,"29167186":5,"2931":25,"29313228":19,"29487549e":26,"296697":11,"29669702":11,"2968":25,"2980":25,"29822833":[6,27],"2990":25,"29920468":19,"299748":26,"2_":12,"2_1":12,"2_2":12,"2_3":12,"2_i":12,"2_m":[6,22],"2_t":13,"2_x":22,"2b":22,"2cm":8,"2d":[1,3,11,12,18,25],"2e":6,"2f":[0,7,9,10,11,12,25,26],"2g":2,"2g_i":2,"2k":3,"2m":6,"2n":[0,2,3,25,26],"2nd":9,"2p":22,"2pm":23,"2pt":4,"2u":[],"2x":[0,3,8,13,25],"2x_ix_jy_iy_j":8,"2x_j":8,"2y_i":10,"2y_j":8,"3":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,18,19,20,21,22,23,27],"30":[0,1,2,4,6,7,9,10,13,16,23,26],"30000":[0,25],"30010":9,"30119421":8,"30132427":19,"30258509":[19,25],"30283188":27,"303":6,"30442964":26,"30466214e":[6,27],"30481195":19,"3072":3,"30764357e":26,"3076923076923077":9,"30787294":6,"30820040103372":11,"30873019":25,"30940":9,"31":[2,12,19,22],"310579":26,"3105791":26,"312":27,"3123314713548606":6,"31276579e":[6,27],"313":27,"31318084":5,"313851":5,"31385129":5,"31457796":5,"31471398":25,"315":[6,27],"3155":[0,5,6,27],"31566127":25,"316":27,"31718909":11,"317367":11,"31896852":8,"31901056":22,"3199881":25,"32":[3,4,6,8,12,13,19,22],"3200":1,"32149601703519115":6,"3214960170351912":6,"3215":9,"32186558":25,"32238906":11,"322768":5,"3227683":5,"32351459e":26,"32399798":19,"324":2,"3245":2,"32450054":26,"3250":1,"3262":6,"326238":26,"32740721e":26,"32791346e":26,"33":[0,2,9,12,19,23],"33047051":5,"330471":5,"33066907e":[5,26],"33166055e":5,"331939":26,"333":7,"33435469":19,"33540382":19,"34":[2,9,19],"340071371496255":26,"3403":9,"340782":[11,26],"34114547":5,"34175429":22,"342680":26,"3436":[0,25],"34367970":6,"34369306":25,"3437":[0,25],"34412923":26,"34565973":11,"345660":11,"34569596":5,"34693879":25,"34782766":22,"3480159":19,"35":[0,2,6,17,20,22,23,25],"35140":9,"351636":[11,26],"35182854":5,"35389684e":26,"3544313922":6,"35444257":26,"35470445e":[5,26],"35514368":25,"35533773":6,"35577273":25,"356399":26,"357508":26,"35768161":25,"3581341341":4,"359":[5,27],"36":[0,2,5,6,20,22],"360":1,"36097931e":26,"3613":9,"361556":26,"3621311":5,"3632959111950474e":[6,27],"363295916366933e":[6,27],"36417623":25,"3655222":5,"367":[2,9],"369139":[11,26],"36985812":25,"37":[9,20],"37040343":22,"370782966":4,"37239927e":26,"373465215701515":9,"37396662":[6,27],"37409975e":26,"37416502e":26,"37504943":19,"377372":26,"37737221":26,"3777801602":6,"37900111":[6,27],"38":[9,20,22],"380":9,"38135733e":[6,27],"38157698":25,"3817475779":6,"3823545":19,"38267862":5,"382679":5,"38461538461538464":9,"386":9,"38629436":[19,25],"38827994":6,"38916861e":[6,27],"38962192e":[6,27],"39":[0,9,23,25],"39197698":26,"391977":26,"39214397":26,"392144":26,"394":9,"394285":11,"39428522":11,"3952007":19,"39579407":5,"39706027":22,"39706038":5,"397700":[11,26],"39789527":[19,25],"3983":6,"39931051e":26,"399836":26,"39990572e":26,"3d":[2,3,4,6,13,20],"3f":[1,3,9],"3n":19,"3x":[2,8],"3x_i":2,"3y":8,"3yk470mj5p931p9dtkk0y6jw0000gn":[1,6,25],"4":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,19,20,22,25,27],"40":[1,6,9,20,23,25],"400":4,"4000":[9,25],"40030144":19,"40103689":11,"401037":11,"401842":[11,26],"40332158":22,"40420245":19,"405":9,"4050":[24,25],"405890":[11,26],"40620066":26,"406201":26,"407":9,"40720059":22,"408":9,"4087":9,"4087793":5,"40892859":25,"40927184e":[6,27],"40contain":[],"41":[2,9,19],"4107":9,"41237041":25,"41253101":22,"41383693":25,"41433969":5,"4150":[],"41511965e":1,"4155":[2,15],"4162706317":6,"4166666666666667":9,"41691626":19,"41761415e":26,"41790782":25,"41847076":22,"418506":[11,26],"41858649":19,"41882037e":[6,27],"41988809":19,"42":[1,4,8,9,10,19],"4230769230769231":9,"42379872":22,"42441033":5,"42450":9,"426":[6,9],"42742185":25,"42765083e":26,"43":[0,1,2,7,9,19],"43054282":5,"4310":25,"43246775e":26,"43295279":19,"43330971e":[6,27],"43442461":19,"435163":26,"43579948e":[6,27],"43639284e":26,"436462435":4,"43766686":11,"438060758":6,"438136":26,"439230":6,"44":[0,1,2,19],"44049151":25,"44089210e":[5,26],"441":[3,4,14],"442":[3,4,14],"442600":[11,26],"443":[3,4,14],"443217":26,"44395301":27,"444":[3,4,9,14],"4442873":22,"445":[3,4,14],"44624525e":26,"44757627":22,"44970586e":1,"45":[0,2,9,23,25],"450":9,"450257":[11,26],"4504":9,"45312744":25,"45422069":19,"4557763":11,"455947":26,"456":9,"457":2,"458027":26,"458078":[11,26],"45915671e":26,"45937581":25,"45960079":5,"46":[2,9,23,25],"460":[9,11],"4601":9,"46124943e":26,"46153846153846156":9,"462":7,"46260797e":26,"46383925e":[6,27],"46383926e":[6,27],"46415888336127775":27,"46608732e":26,"46659511":25,"46713267":27,"46749552e":26,"4676059":26,"467606":26,"46922796":5,"469228":5,"469596964296967":5,"46984697e":[6,27],"47":[2,9,23,25],"47042744":5,"470478":11,"4704785":11,"470714":26,"47075725":6,"47116868e":[6,27],"47125748":5,"47132891":5,"47187014":22,"47610036":6,"47647836":25,"4768597":19,"47734350e":26,"47780495":5,"477805":5,"47815203":11,"47826973":22,"479465113":4,"48":9,"481979":6,"48257387":[23,25],"48329035":22,"48447474":19,"48476997":11,"48494803":27,"48593774":19,"48655388":19,"48688666":11,"486887":11,"48780047":22,"48898864":19,"48994188":5,"49":[5,6,9,11,20,26],"49152":3,"4940954":[0,25],"49510364":19,"4959161509357395e":[6,27],"4959161509366685e":[6,27],"49622615e":26,"49724059":22,"49775827":19,"4990":22,"49905638":25,"4992":22,"4997":22,"4c4c7f":[9,10],"4d":3,"4f":6,"4pm":[23,25],"4y":8,"4y_i":10,"5":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,19,20,22,25,26,27],"50":[1,2,3,4,6,7,8,9,10,13,25,26],"500":[1,3,4,6,9,10,13],"50000455":5,"50000553":5,"50000718":5,"50000855":5,"50000969":5,"50001063":5,"50001142":5,"50001207":5,"50001261":5,"50001306":5,"50001343":5,"50001374":5,"500014":5,"50001414":5,"50001422":5,"50001439":5,"50001454":5,"50001466":5,"50001476":5,"50001485":5,"50001492":5,"50001498":5,"50001502":5,"50001506":5,"5000151":5,"50001512":5,"50001515":5,"50001517":5,"50001518":5,"50001519":5,"50001521":5,"50001522":5,"50001523":5,"50001524":5,"50001525":5,"50066971":22,"5018":22,"50227564e":[6,27],"50321091":5,"50470576":25,"506":0,"50641483":22,"506553":26,"50655336":26,"507d50":[9,10],"50846111e":[6,27],"50846112e":[6,27],"50j":13,"50x10":1,"51":10,"510":1,"51084243":19,"51097872":5,"51178631e":26,"511888":5,"51198558e":26,"51383260e":26,"514219":26,"51542953":26,"51566561":25,"51569907":19,"51631859":25,"51681181e":26,"5177783846":4,"519327774467847":19,"52018478":19,"5222222222222223":1,"52362157e":26,"52511377":19,"52554699e":26,"52656770e":26,"526744":[11,26],"528698":5,"52869849":5,"52870818":11,"52874252":5,"53":[2,9],"5303329":11,"5305555555555556":1,"531280":26,"53541027":19,"53603254":19,"53607935":19,"53703498":6,"5378811":11,"5384615384615384":9,"539261":[11,26],"54":[2,6,9,22],"540":9,"54039921":5,"54041041e":5,"541605":26,"54213195":25,"543939":26,"54393936":26,"54428380e":26,"544439":26,"55":[1,2,9],"55119373":19,"55217048":25,"5545673":25,"5555555555555556":1,"55640817":25,"5567":6,"55757089e":26,"557795":[11,26],"55796518":19,"55854694":11,"55960462":25,"56":[1,2,9],"56033697":5,"56198284":5,"56239321":22,"564":9,"56413916":22,"564374":[11,26],"56466087e":26,"565":9,"56536":[0,25],"566":9,"56636616e":[6,27],"567":9,"568":9,"56823411":19,"569":[1,9],"56912044e":[6,27],"56939714":5,"56963365":25,"57":[0,2,8,9,23,25],"570":9,"571":[5,27],"571105947979344e":[6,27],"571105947979412e":[6,27],"57169969":25,"57201944e":[6,27],"574465":[11,26],"57652181":25,"5769230769230769":9,"58":[2,9,10,23,25],"58102999e":26,"58310989":25,"58314173e":26,"5833333333333334":9,"583595":26,"58384652":25,"58492636e":26,"58734026":11,"58827236":6,"58886887":19,"5888888888888889":1,"59":9,"591317992":4,"59161025":19,"59354079":6,"5944444444444444":1,"596190":11,"5961905":11,"5972962":25,"59831212":19,"5cm":22,"5f":8,"5x":8,"5y":8,"6":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,19,22,23,25,26,27],"60":[1,3,6,9],"60000":4,"60004008e":26,"60010693e":26,"6019067271":4,"60236121":19,"60293962":5,"60314816":25,"60337375":22,"60393882":19,"60420593":5,"60482174":19,"60518617":19,"60543038":26,"60656897e":26,"60673226":11,"606760":5,"60943791":[19,25],"60958647":25,"6111111111111112":1,"61124231":19,"612939":26,"613579":26,"614808":[11,26],"6153846153846154":9,"61542957":19,"61562855e":26,"61602252":22,"61810248":25,"618982":26,"62":2,"6200":25,"6201":25,"6202":25,"6203":25,"6204":25,"62201698e":26,"62373464":11,"625":7,"62528192":25,"62554572":22,"626635268":6,"62725226":27,"62765236":19,"62788541e":26,"628":6,"62894215":5,"629019":11,"62901905":11,"62958747":25,"63":[0,1,2,6,9],"63023737":25,"63025821e":[6,27],"63037846":6,"63162342":26,"63249532e":[6,27],"63376422e":26,"63498144":5,"63588621":25,"63619296":19,"6377013":25,"63811548":19,"638618":19,"64":[1,2,3,4,13,19,25],"64012627":5,"640x480":[6,13,20],"64286758":19,"64403731":19,"64605756":25,"646283":[11,26],"6473418":19,"64742912e":[6,27],"647473":[11,26],"649382":[11,26],"64961094":25,"64x50":1,"65":[1,2,8,9],"651":2,"6515332649941654":5,"65198643":22,"652":2,"652089":11,"65208925":11,"653":2,"6536392":26,"65367685e":26,"654":2,"65442354":26,"654424":26,"655":2,"65571174e":26,"65599456":26,"65743689":26,"658":2,"65833132":26,"65885453":5,"65891389":26,"658914":26,"659":2,"65904730e":26,"66":2,"660":2,"66064822":26,"66080313":26,"66204648":6,"66294408":26,"6638":9,"6652177":26,"66560":9,"66617168469673":22,"667":9,"668172":26,"66865889":25,"67":[2,9],"67047975e":[6,27],"672721":26,"67314874e":5,"67496658":22,"67509467":5,"67801834":26,"67851352e":26,"68":2,"68078357e":26,"68192193":5,"68286725":26,"68534263e":[6,27],"68542204":5,"685942":11,"68594205":11,"6869":9,"68772578":25,"6887363571":4,"68929213e":[6,27],"689519":[11,26],"69":[2,9,22],"690":9,"690617":26,"69069n_":22,"69087404e":26,"691":1,"6923076923076923":9,"69313903":22,"69475072":5,"694751":5,"69484813e":5,"69504801":6,"69634577e":[6,27],"69695259":5,"6999536":11,"6n_":22,"6pm":25,"7":[0,1,2,3,4,5,6,7,8,9,11,12,13,14,15,19,21,22,24,25,26,27],"70":[1,6,7,9],"700258285068488":22,"70025829":22,"70037324e":26,"701370":5,"70162272":22,"70435575e":26,"70653767":4,"70710678":[5,26],"70832814":5,"7086067479626619":26,"71":1,"7106484566285455":22,"71142161":26,"711422":26,"7119":9,"712018":[11,26],"71384474e":26,"71538320e":26,"71737253":26,"71761101":26,"718165":5,"72048339":19,"72174172":11,"72219105e":26,"72271878e":[6,27],"7236674":5,"724":3,"72532661":25,"72545392e":26,"72664028e":26,"72793290e":26,"72859758":5,"72981762":8,"73":[6,9],"731000":26,"73184876":19,"73185968e":26,"73223692e":26,"733096":26,"73435999":25,"7345483":19,"73537890e":26,"73600557":22,"73972932":25,"74":6,"740":9,"74063343e":26,"74070824e":26,"74081822":8,"74222022e":26,"7423220054006":22,"74232201":22,"74303070e":26,"74384949":26,"74474996":25,"7458376":25,"74607851":26,"74647981e":26,"74720185":19,"74829661":26,"74830119e":26,"74840039":25,"74840212":5,"74947597":11,"749476":11,"749765":26,"75":[5,6,8,9,11,20,26],"7500735612987705":11,"750445":26,"75050135":26,"75079864":25,"751699":[11,26],"75170092":5,"75199355":19,"75269037":26,"75309603":19,"75437273":11,"754373":11,"75576555":26,"756352":26,"75770568":26,"76":[2,9,23,25],"76160572":0,"76187240e":26,"76190591":27,"76212914":25,"76428845":25,"76471048":19,"76478383":22,"765":7,"76681867":11,"76887029e":26,"7692307692307693":9,"76936315":5,"7694444444444445":1,"77":[9,23,25],"77152076":5,"7718":9,"77519276":19,"77714169":8,"7782028952":4,"77921992":19,"77966116":22,"7796611648499043":22,"78":2,"78009660e":26,"78058232e":26,"7809358":22,"78156479e":5,"78184120e":[6,27],"78546777":25,"78584667":22,"78890834":22,"78941903":5,"79":2,"79036971":5,"790370":5,"79111643":5,"79189954":25,"793167":26,"794282":[11,26],"7953443":27,"79689487":25,"79704553":19,"79778008":6,"797e":6,"7d7d58":[9,10],"8":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,20,22,25,26,27],"80":[0,1,2,5,6,8,9,26,27],"800":[4,7],"80006807":25,"80291466":25,"80354994":6,"80469739":5,"8055555555555556":1,"80609615e":[6,27],"80609616e":[6,27],"80816668":5,"808167":5,"80847477e":[6,27],"80919738":19,"81":1,"81048318e":[6,27],"81160425":5,"81194394":25,"81203214":22,"81333808":6,"815am":[23,25],"81633628":11,"816454":26,"816847":26,"81700981":25,"82":2,"82168579e":26,"82198978":5,"82566059e":26,"8265786":5,"82924408":5,"83":2,"8305555555555556":1,"831048":5,"8310483":5,"83223115":22,"83460016":19,"83512277":5,"83870189":6,"83954195":22,"84":2,"842":[0,7],"842436":26,"843":[0,7],"84355903e":1,"84388592":25,"844":[0,7],"84443254e":1,"8461538461538461":9,"84716164":22,"84780262":6,"84880366":11,"8492168":25,"84923989e":[6,27],"84963695":5,"849637":5,"84994524":5,"85":[1,2,9],"85013763":25,"850164":5,"85263220":6,"85278920e":5,"85533937":19,"85601992":5,"858":9,"8583333333333333":1,"86":[0,2],"86062977":6,"86117291":5,"86134827":5,"86145244":11,"86260426":19,"86273371":27,"8638888888888889":1,"865":[0,7],"86528841":25,"86557766e":26,"866":[0,7],"86630":9,"8666666666666667":1,"867":[0,7],"86810":9,"87":9,"8702784034":4,"87068171":27,"87072815e":26,"87078":11,"8722222222222222":1,"87381451":5,"875":1,"87599676":19,"877":6,"87923449":25,"88":[2,25],"88046261":5,"8805555555555555":1,"88168312e":[6,27],"88182591":26,"88253432e":26,"88323026":26,"88336879":5,"88347937":19,"88354703":19,"8840785":19,"88422263":19,"884669":26,"88529063e":[6,27],"88613493":26,"8888888888888888":1,"89":[2,9],"89126914e":26,"89261577":11,"892616":11,"89288636":11,"89410423":5,"89442642":19,"8944444444444445":1,"89685175":22,"89757312":22,"89794988":25,"89800468":25,"89906633":25,"89954169e":26,"89971681e":26,"8f":6,"8g":6,"8n":19,"8x8":1,"9":[0,1,2,3,4,5,6,7,8,9,11,12,13,14,19,20,21,22,23,25,26,27],"90":[1,2,6,9],"90075537":5,"9011":6,"90220243":5,"90266948":5,"9027777777777778":1,"9040":9,"90475506e":[6,27],"9055555555555556":1,"9059370566788297":22,"90593706":22,"906747":5,"9090666":19,"90914803":25,"909446359461397":11,"91":[23,25],"910":9,"9106590586410548":22,"9111111111111111":1,"91128596":5,"91358186":19,"91402008e":26,"9149137":19,"91492986e":[6,27],"91561163":19,"91660026":5,"9166666666666666":9,"91760278":5,"91812702":5,"918992":26,"91924234":22,"9197998358799464":22,"92":[6,9,23,25],"9230769230769231":9,"92397145":25,"924251":11,"9242511":11,"924e":6,"925":1,"92507116e":1,"92578916":5,"926564304542535":25,"92674248":19,"92740215":22,"92756256":27,"9277777777777778":1,"92878175":22,"9305555555555556":1,"931":[0,25],"93155188":5,"93158979":5,"93176482":25,"933":[5,27],"93356853e":26,"93492130e":[6,27],"93601008e":26,"937":22,"937082":26,"93742122":25,"93792515":25,"93799826":5,"938":22,"9387":9,"939":[0,22,25],"9392":6,"94":[9,22],"94226022e":[6,27],"94273542":26,"94284104":5,"94320205":5,"9444444444444444":1,"94556653e":26,"94591015":[19,25],"94639099":11,"946957":5,"9472222222222222":1,"94781064":27,"9482527":5,"94897736":25,"9492":6,"95":[1,9,11],"95008046":6,"95154558":19,"95231424":5,"952387":26,"95274315":19,"9527777777777777":1,"95284275":5,"953065564":1,"95351665":5,"954":22,"95511792":26,"955118":26,"9555555555555556":1,"955820c21e8b":4,"956563":[11,26],"95684892":5,"95782166e":26,"958228616652075":5,"95980855e":26,"96":[6,9,11],"960":22,"9601304850035702e":[6,27],"9601304850073734e":[6,27],"96024953":5,"9603":6,"96084663":5,"961":22,"962":22,"9637117593816477":[6,27],"9640435":5,"9649652536":4,"965548":26,"96631321":26,"96688672":5,"9674916":5,"967809":[11,26],"97005689":5,"97056672":19,"97108525e":26,"9722222222222222":1,"97243128":5,"972591":5,"97300836":5,"97497404e":[6,27],"975":1,"97507735":5,"97705827":5,"97758848":5,"9777777777777777":1,"9780387310732":24,"9780387848570":24,"9781098134174":25,"9781492032632":24,"9781801819312":25,"978553":5,"97898392":[6,26,27],"97906022e":26,"97926491":5,"97979891":6,"97992238e":26,"98":[0,1,9],"980":9,"9805555555555555":1,"98091621":5,"981321":26,"98139097":5,"98275501":5,"98279090e":26,"983310":26,"98368659":25,"98413059":5,"98454786":5,"985":22,"98566191":5,"986":22,"9861111111111112":1,"98625331e":26,"98650215":25,"98650823":25,"986699":5,"98680716":5,"98716878":5,"98808176":5,"98822371":6,"9888888888888889":1,"989":22,"9890348":5,"9893447":5,"98947894":26,"9898ff":[9,10],"99":[6,9,11,13],"990":9,"99009525":5,"99021575e":26,"99088801":5,"991":22,"99115119":5,"99176998":5,"992":22,"99217800e":26,"9923539830272697":26,"99242921":5,"99265097":5,"993":22,"99316252":5,"99371056":5,"99371466":22,"99389612":5,"9943201":5,"9947756":5,"99492986":5,"99509854":25,"9951502749739212":26,"99528218":5,"99539415":5,"99566069":5,"99578809":5,"996":[5,27],"99608161":5,"9963961":5,"9964486445275116":26,"99650061":5,"9967458":5,"99700706":5,"99709215":5,"99729756":5,"99751458":5,"99758326":5,"99762142":27,"99775587":5,"99793613":5,"99799099":5,"998100":5,"99810021":5,"99813653":5,"99828624":5,"9983295":5,"99845267":5,"99854557":26,"998577":5,"99861053":5,"99862019":26,"99869482":26,"99871521":5,"99876945":26,"99881845":5,"99883628":26,"99884384":5,"99884409":26,"99884986":27,"99891093":26,"99891873":26,"99893323":5,"99898558":26,"999":[9,22],"99901896":5,"99903755":5,"99906023":26,"9990927157696581":27,"99911427":5,"99912709":26,"99913489":26,"99918546":5,"99919837":5,"99920175":26,"99926459":5,"99927642":26,"9993237":5,"99933188":5,"9993511":26,"99938942":5,"99941797":26,"9994385":5,"99944272":5,"99949266":26,"99949306":5,"99953381":5,"99953475":5,"99956735":26,"99957911":5,"99961294":5,"99965056":5,"99967865":5,"99970894":26,"99970988":5,"9997332":5,"99975913":5,"99977849":5,"99978365":26,"99980002":5,"9998161":5,"99984732":5,"99987324":5,"99989476":5,"99991263":5,"99992746":5,"99993978":5,"99995":5,"999955585168597":[6,27],"9x":[6,20],"9y":[6,20],"\u00f8yvind":[6,26,27],"abstract":1,"boolean":4,"break":[0,4,6,11,14,25],"byte":[19,25],"case":[0,1,2,3,4,5,6,7,11,12,13,14,16,18,19,20,25],"catch":0,"class":[0,1,3,4,6,7,8,9,11,12,13,22,25],"default":[0,1,2,4,6,7,8,16,19,20,25,26,27],"do":[0,2,3,4,5,6,8,9,10,11,12,13,14,15,16,19,20,25,26],"ekstr\u00f8m":4,"export":9,"f\u00f8470":[23,25],"final":[0,1,2,3,4,5,6,7,8,9,10,11,13,14,16,20,21,22,23,25],"float":[0,3,4,5,9,11,13,14,19,25,26],"function":[2,3,4,5,9,14,15,16,17,18,19],"import":[0,1,2,3,4,6,7,8,9,10,11,12,13,14,15,16,17,20,22],"int":[0,1,2,3,4,5,6,11,13,14,19,22,26],"long":[0,1,3,4,12,13,25],"m\u00f8svatn":[6,20],"new":[0,1,2,3,5,6,7,8,9,10,11,13,14,17,19,25,26],"public":[0,18,25],"return":[0,1,2,3,4,5,6,7,8,9,11,13,14,19,20,22,25,26,27],"sch\u00f8yen":[6,26,27],"short":[4,5,20,27],"super":[5,26,27],"switch":0,"throw":[3,6,22],"true":[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,16,19,20,22,25,26,27],"try":[0,1,2,4,5,6,7,8,9,10,11,13,14,15,16,18,19,20,22,25,26,27],"var":[1,5,6,10,11,20,22,25,26,27],"while":[0,1,3,4,5,6,7,8,9,11,12,13,22,25,26,27],A:[2,3,5,6,7,10,11,12,13,16,18,19,20,21,22,23,24,26],AND:2,And:[0,3,4,5,6,9,13,18,20,22],As:[0,1,2,3,4,5,6,8,10,12,13,16,19,20,22,25,26,27],At:[0,4,6,13,20,25],BE:[0,25],Be:[2,18,25],Being:13,But:[0,1,2,3,5,6,9,10,22,26,27],By:[0,3,5,6,12,13,17,19,25,26,27],For:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,24,25,27],IF:[6,27],IN:24,If:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,16,18,19,20,22,25,26,27],In:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,24,25,26,27],Is:11,Ising:[5,12,26],It:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,19,20,22,25,26,27],Its:[1,2,4,11],NO:[9,11],No:[0,6,7,9,25,27],Not:[0,1,5,6,26,27],OR:22,Of:22,On:[0,3,9,15,20,21,22,23,24,25],One:[0,1,3,4,5,6,7,8,11,12,13,17,20,22,26],Or:[0,1,6,20,25],Such:[0,6,12,16,22],That:[0,5,7,10,11,12,14,20,22,25,27],The:[4,10,13,14,15,16,19,20,21,22,23,24],Then:[0,1,6,8,9,10,11,12,13,14,19,20,25],There:[0,3,4,5,6,8,9,11,12,14,19,20,21,22,23,25,26,27],These:[0,2,3,4,5,8,9,10,11,12,13,14,15,16,19,20,22,23,25,26,27],To:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,19,22,27],With:[0,5,6,8,9,10,11,12,14,19,20,22,25,26],_0:[5,8,10,11,13,26],_1:[2,5,6,8,10,11,12,13,14,19,26,27],_2:[2,5,8,11,12,13,19,26],_3:19,_4:19,_9:13,_:[0,1,2,4,5,6,7,8,9,10,11,12,13,17,19,20,25,26,27],__class__:10,__doc__:6,__enter__:[0,7],__future__:[8,9],__getattr__:27,__getattribute__:25,__getitem__:[0,7],__init__:[0,1,2,3,4,7,14,27],__main__:2,__name__:[2,10,27],_accessor:25,_auto10:[6,12],_auto11:6,_auto12:6,_auto1:[2,3,4,5,6,7,12,13,19,22,26],_auto2:[2,3,4,5,6,12,13,19,22],_auto3:[3,4,5,6,12,13,19],_auto4:[4,6,12,13,19],_auto5:[4,6,12,13,19],_auto6:[4,6,12,19],_auto7:[4,6,12,19],_auto8:[6,12],_auto9:[6,12],_base:8,_build:[0,17,18,20,24,25],_c:1,_can_hold_identifiers_and_holds_nam:25,_check_optimize_result:[9,11],_class:8,_compon:11,_coordinate_desc:6,_depth:9,_fraction:9,_generatorcontextmanag:[0,7],_i:[0,1,2,5,6,7,8,11,12,13,15,16,17,20,25,26,27],_info_axi:25,_j:[0,1,2,3,5,6,8,13,17,20,26,27],_k:13,_l:12,_lambda:[6,25],_leaf:9,_ll:[3,4,14],_logist:[9,11],_m:10,_make_vjp:2,_multilayer_perceptron:1,_n:[2,5,8,11,13,26],_node:[2,9],_o:[3,4,14],_open_file_or_url:[0,7],_p:[5,8,26],_plugin_dir:[3,4,14],_ratio:11,_rc_params_in_fil:[0,7],_s:[3,4,14],_sampl:9,_split:[6,9,20],_t:13,_test:[6,20],_tf_getinputpropertieslist:[3,4,14],_trace:2,_valu:2,_varianc:11,_weight:9,a0:3,a0faa0:[9,10],a1:[0,25],a2:[0,25],a3:[0,25],a4:[0,25],a_0:[0,25],a_1a:[0,25],a_1x:[],a_2a:[0,25],a_2x:[],a_3:[0,25],a_3a:[0,25],a_4:[0,25],a_4a:[0,25],a_:[0,1,16,19,25,26],a_h:1,a_i:[0,1,2,12,25],a_j:[1,12],a_k:[0,1,12],aaron:24,ab:[0,2,5,13,14,20,25,26,27],ab_channel:18,abandon:1,abbrevi:21,abid:22,abil:[0,10],abl:[0,1,4,5,6,7,10,12,13,16,20,26],about:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,18,19,20,23,27],abov:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,22,24,25,26],abovement:[6,25],abscissa:13,absolut:[0,2,5,6,13,25,26,27],absorb:[26,27],acceler:13,accept:[0,3,6,9,20,25,26],access:[0,3,11,22,25],accid:[4,6],accompani:[0,25,26],accomplish:[8,9,13],accord:[0,1,2,5,6,9,12,13,14,15,16,22,25,27],accordingli:11,account:[0,3,5,13,15,22,25,27],accumul:[12,13,22],accur:[0,3,4,6,10,13],accuraci:[0,1,3,4,5,6,7,9,10,11,12,25,26],accuracy_scor:[0,1,10,25],accuracy_score_numpi:1,achiev:[0,1,5,6,8,12,19,25,27],aco:22,acquaint:18,acquir:[1,18,25],acr:0,across:[1,3,6,9,18,25],act:[1,3,19],action:22,activ:[0,2,3,4,9,21,23,25],actual:[0,1,4,5,6,8,11,16,19,22,25,26,27],ad:[1,3,4,5,8,13,15,16,19,27],ada_clf:10,adaboostclassifi:10,adadelta:13,adagrad:[],adam:[1,3,4,23,25],adapt:[4,6,13,24],add:[0,1,2,3,4,5,6,8,10,11,12,15,16,17,20,22,25,26,27],add_outgrad:2,add_subplot:[1,7,12,14],addendum:5,addit:[0,2,3,5,6,7,8,9,10,12,13,15,17,18,19,20,22,23,24,25,26,27],addition:[12,13],address:[1,9,11,13,25],adjac:[3,12],adjoint:[5,26,27],adjust:[0,5,12,13],admir:[0,25],advanc:[4,6,12,24,25],advantag:[1,3,5,6,10,13,19,27],adversari:25,afecionado:25,affect:3,affin:[0,3,8,11,26],afford:3,aficionado:25,aforement:14,african:0,after:[0,1,2,4,5,6,9,11,12,13,15,18,19,20,22,25,26,27],afterward:[0,25],ag:[0,7,21,25,26],ag_0:2,again:[0,1,4,5,6,7,8,10,11,12,13,15,16,20,22,25,26,27],against:[1,4,7,10],agegroup:7,agegroupmean:7,aggreg:[9,10],agorithm:10,agre:[5,6,22,27],agreement:13,ahead:9,ai:[0,24],aid:11,aim:[0,1,4,6,7,11,14,15,16,18,19,20,26],ainv:5,airplan:3,aka:[5,27],al:[0,2,4,15,16,17,20,24,25,26,27],alarm:[5,7,27],aldo:26,algebra:[0,3,5,13,18,26,27],algorithm:[0,1,2,4,5,6,7,8,13,14,18,19,20,22,24,25,27],align:[0,2,5,6,7,8,13,20,22,25,26,27],all:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,15,18,19,20,21,22,23,24,25,26,27],allevi:[1,13],alloc:[3,19],allow:[0,1,2,3,5,6,8,10,13,15,16,18,19,20,25,26,27],almost:[0,1,6,8,11,13,22],alon:[2,9],along:[2,3,4,5,6,9,10,11,18,19,25,26,27],alpha:[0,1,2,3,4,6,7,8,9,10,13,14,22,25,26],alpha_0:3,alpha_1:3,alpha_2:3,alpha_:10,alpha_i:[3,13],alpha_k:13,alpha_m:10,alpha_n:3,alpha_opt:13,alreadi:[2,3,4,5,6,10,12,18,19,22,25,26,27],also:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,25,26,27],alter:1,altern:[0,1,4,5,6,8,9,11,13,19,20,25,26,27],although:[0,1,5,6,8,10,13,16,25,27],alwai:[0,3,5,6,12,13,16,20,22,25,26,27],am:4,ame2016:[0,25],american:0,among:[0,3,5,9,10,12,19,25,26,27],amongst:[5,27],amount:[0,1,3,4,6,8,10,14,18],an:[1,2,3,5,6,7,8,9,11,12,13,14,15,16,17,18,19,20,22,23,24,26,27],an_:22,anaconda:[0,1,15,18,20,25],analog:13,analys:[6,27],analysi:[1,3,4,7,14,15,16,17,19,24],analyt:[2,3,5,6,7,12,13,15,18,20,25,26,27],analyz:[0,1,3,4,5,6,16,17,20,22,26,27],andrew:1,angl:[0,3,9,26],anharmon:3,ani:[0,1,2,3,4,5,6,7,8,9,10,12,14,22,25,26,27],anim:[4,12],ann:12,annot:[0,1,3,7,8,25],announc:25,anoth:[0,1,3,4,5,6,7,8,10,11,12,13,19,20,22,25,26],anp:2,ans_vspac:2,ansatz:[0,25],answer:[0,1,3,5,6,19,20,23,25,27],antialias:[2,6,20],anticip:4,anymor:[1,8],anyon:[4,8],anyth:[1,22],anytim:[23,25],apach:1,apart:[11,13],api:[1,18,25],appar:2,appear:[0,1,3,13,16,19,22],append:[1,3,4,8,9,13,25],appendix:20,appli:[0,1,2,3,4,6,7,8,9,10,11,12,13,15,16,20,22,24,25,26,27],applic:[0,1,3,4,5,6,7,9,12,13,19,20,22,24,25,26],apply_gradi:4,approach:[1,2,4,5,6,9,10,11,12,13,17,18,22,24,26],appropri:[2,6,9,12,13,18,22],approv:25,approx:[0,2,3,6,10,11,13,22,25],approxim:[0,1,2,3,4,5,6,7,10,11,13,20,22,25,26,27],apt:[0,15,18,20,25],aq:22,ar:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27],aragorn:25,arang:[1,3,4,6,7,9,10,12,13,20,25],arbitrari:[1,4,6,8,12,13,22],arbitrarili:[0,1,11,25],arc:[6,20],architectur:[3,4,12],archiv:[],area:[0,3,6,9,20,24,25],arg:2,argmax:[1,11],argmin:[4,10,14],argnum:2,argnum_0:2,argnum_1:2,argsort:11,argu:[1,13],argument:[0,2,3,5,6,11,12,13,20,25,26,27],argval:2,aris:[0,6,12,13,22,25],arithmet:[0,13,19,25],arm:[6,27],armadillo:19,around:[0,1,4,5,6,11,22,25,27],arr:2,arrai:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,18,20,22,26,27],arrang:[3,25],arraybox:13,arriv:[0,6,9,11,19,22,25],arrow:12,arrowprop:8,art:[0,1,15,18,25],articl:[0,3,4,6,10,20,25,26,27],artifici:[0,2,7,12,24,25],artificialneuron:12,arug:13,arxiv:[3,4,20],asarrai:[0,2,6,9,26,27],asid:26,ask:[5,6,11,12,20,27],aspect:[0,6,18,20,25,26,27],assembl:[0,3,25],assert:4,assess:[0,6,20,25,26,27],assici:4,assign:[0,7,8,9,12,13,14,21,23,24,25],associ:[0,6,9,12,14,22,25],assum:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,20,22,25,26,27],assumpt:[0,3,5,6,9,11,20,22,25,26],ast:[0,5,6,20,25,27],astronomi:[25,27],astyp:[4,9,10],asymmetri:[0,25],asymptot:[4,6],atom:[0,25],attempt:[0,4,6,7,8,10,25,27],attend:21,attent:[0,19,25],attr:27,attract:[0,10,25],attribut:[0,9,25,27],attributeerror:[25,27],audi:[0,25],audio:[3,4],august:[15,16,25],aurelien:[0,15,21,24,25],austfjel:[6,20],author:[0,1,10,22],authour:25,auto:[8,9,10,22],auto_exampl:[20,27],autocor:22,autocorrelation_tim:22,autocorrelform:22,autocovari:22,autoencod:[4,18,25],autoencond:18,autograd:[18,25],autom:[0,18,24,25],automac:19,automag:25,automat:[0,1,2,3,4,11,16,18,19,25],automobil:3,autonom:4,avail:[0,1,4,6,7,10,11,15,18,19,20,21,23,24,25],averag:[0,1,3,6,9,10,13,14,22,23,25,26,27],avoid:[0,4,5,6,9,11,13,19,25,26],awai:[2,3,6,26,27],awar:[2,10],award:[23,25],ax:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,19,20,25],axes3d:[2,6,13,20],axes_grid1:6,axhlin:8,axi:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,19,20,22,25,26,27],axiom:[5,27],axlabel:[0,25],axvlin:[4,8],axvspan:4,b1:8,b2:8,b3:8,b:[0,1,3,4,5,6,8,9,10,12,13,14,15,16,22,23,25,26,27],b_0:0,b_1:[0,2,12,13],b_2:[0,13],b_5:13,b_:[0,1,19],b_group:9,b_i:[0,1,2,12,25],b_ia_:[0,25],b_ia_i:0,b_index:9,b_j:[1,12],b_k:[0,1,12,13],b_m:12,b_score:9,b_valu:9,babcock:25,bachelor:[21,23],back:[0,3,4,5,6,8,9,10,15,19,22,25,26,27],backbon:19,backend:[0,1,4,7],background:[24,25,26],backpropag:1,backtrack:9,backup:19,backward:[1,2,4,12,19],backward_pass:2,bad:[6,26,27],badli:22,bag:[9,18,25],bag_clf:10,baggin:25,baggingboot:10,baggingclassifi:10,baggingtre:10,balanc:6,band:19,bandwidth:19,bar:[0,6,11,15,16,20,25],barber:24,bare:[4,10],base:[0,1,3,4,5,7,8,9,10,14,18,22,23,24,25,26,27],basi:[5,7,8,10,11,12,13,19,26,27],basic:[2,6,8,12,13,14,18,20,22,25],batch:[3,4,11,12,13],batch_shap:4,batch_siz:[1,3,4],batchnorm:4,bay:7,bayesian:[5,18,24,25,27],beam:25,becattini:23,becaus:[0,1,2,3,4,5,6,8,9,12,13,14,25,27],becom:[0,1,2,5,6,7,9,12,13,22,25,26,27],been:[0,1,2,3,4,5,6,11,12,13,18,19,20,25,26,27],befor:[0,1,2,3,4,5,6,7,8,12,13,14,19,20,22,25,26,27],beforehand:[0,22,25],begin:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,19,20,22,23,25,26,27],behav:[1,6,13],behavior:[0,1,13,25],behaviour:12,behind:[0,1,6,8,13,25],being:[0,1,2,3,4,5,7,8,10,11,12,13,17,22,25,26,27],believ:[9,19],belong:[7,8,9,13,14],below:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,19,20,22,25,26,27],benchmark:10,benefici:[1,13],benefit:[0,1,4,11,13,15,18,25],bengio:[1,21,24,25,26],benign:[1,7,9],besid:[4,5,27],bessel:[5,26,27],best:[0,1,2,3,4,5,6,7,8,9,10,12,13,20,23,25,26],beta:[0,1,3,5,6,7,10,11,13,16,17,20,25,26],beta_0:[0,1,3,5,6,7,13,25,26,27],beta_0x_:[0,25,26],beta_1:[0,1,3,5,6,7,10,13,25,26,27],beta_1x_0:[0,25],beta_1x_1:[0,7,25],beta_1x_2:[0,25],beta_1x_:[0,25,26],beta_1x_i:[7,13,26],beta_2:[0,3,13,25,26],beta_2x_0:[0,25],beta_2x_1:[0,25],beta_2x_2:[0,7,25],beta_2x_:[0,25,26],beta_2x_i:26,beta_3:3,beta_3x_i:26,beta_4x_i:26,beta_:[0,3,6,7,13,25,26,27],beta_i:[0,3,5,25,26,27],beta_j:[0,5,6,13,20,25,26,27],beta_k:13,beta_linreg:13,beta_m:10,beta_mg_m:10,beta_n:3,beta_p:7,beta_px_p:7,betavalu:5,better:[0,1,2,3,4,6,9,10,11,12,13,25,26,27],between:[0,1,2,3,4,5,6,7,8,9,11,12,13,14,17,20,22,25,26,27],beyond:[0,1,5,6,8,13,20,25,26],bf:[13,14,19,22],bg:25,bgd:13,bia:[0,1,2,3,5,8,9,10,12,13,25,26,27],bias:[1,2,3,5,6,9,12,27],bibliographi:20,big:[0,1,2,5,6,14,27],bigger:[1,6,26,27],bigr:12,bike:9,bilbo:25,billion:[3,12,18],bin:[0,7,22],binari:[0,3,5,7,9,10,12,25,27],binarycrossentropi:4,bind:[0,26],binomi:[18,22,25],binsboot:6,bioinformat:0,biolog:[1,12],bios1100:[18,25],bird:[0,3],birth:25,bishop:[21,24,25],bit:[1,4,19,22,25],bitwis:22,bivari:2,bk:[0,13],bla:[19,25],black:[8,9,14],blob:[16,20],block:[6,10,18,19,22,25],blog:25,blogpost:4,blue:[0,3],bmatrix:[0,1,3,5,7,8,11,13,19,25,26,27],bmi:1,bodi:[0,1,4,12,25],bold:1,boldfac:[0,5,16,26,27],boldsymbol:[0,1,2,3,5,6,7,8,10,11,13,14,15,16,17,20,25],boltzmann:[12,18,25],book1:24,book:[20,24,25,26],boost:[1,9,18,25],boostrap:10,bootstrap:[1,13,18,20,25],borrow:25,boston_dataset:0,bot:8,both:[0,1,4,5,6,8,9,10,13,14,15,16,18,19,20,22,23,25,26,27],bottl:7,bound:[0,8,12],boundari:[2,4,8,11,12],box:[4,9],boxed_arg:2,boyd:[8,13],bracket:[4,22],brain:[1,7,12],branch:9,breast:[5,7,11,27],breat:[],breviti:13,brew:[0,15,18,20,25],brg:8,brief:[20,26],briefli:[0,25],bring:[0,5,6,10,26,27],broad:0,broadcast_idx:2,brought:[13,18,25],brownle:4,browser:25,brute:[3,5,11,26,27],bs:[8,9,10],buffer_s:4,bui:4,build:[0,4,5,6,10,19,22,25,27],built:[0,1,3,4,6],bunch:11,busi:0,c1:[8,11],c2:[8,11],c:[0,1,2,4,5,6,7,8,9,10,11,12,13,14,15,16,18,19,22,23,24,26,27],c_0:22,c_1:12,c_2:12,c_3:12,c_4:12,c_:[0,8,9,10,13,22],c_i:[12,13],c_k:22,ca:[1,25],cach:10,cal:[0,8,10,12,13,15,16,25],calcul:[0,1,2,4,5,6,8,9,10,11,12,13,14,15,16,19,22,25,27],california:[],call:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18,19,20,22,23,25,26,27],calor:[0,26],cambridg:[13,24],can:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,24,26,27],cancel:[0,13,25,26],cancer:[5,10,27],cancerpd:7,candid:[8,9,10],cannot:[0,1,4,5,6,7,8,9,21,22,26,27],canopi:[0,15,18,20,25],canva:[20,25],cap:[5,27],capabl:[0,1,8,13,18,25],capac:[2,23],capita:0,caption:20,captur:[4,11,12],car:[3,4],card:[0,7,25],cardin:1,care:11,carefulli:13,carlo:[0,6,18,22,24,25],carri:[2,6,7,20],cart:10,casella:24,cast:1,cat:[3,4],categor:[0,1,3,9,11,25],categori:[0,1,3,7,10,12,14,25],categorical_crossentropi:[1,3],caus:[0,5,6,7,22,25,26,27],causal:0,causat:[0,25],cax:1,cb:[6,25],cbar:1,cc:[0,1,5,13,25,26,27],ccc:[5,12,27],cd_fast:6,cdf:22,cdot:[0,2,6,12,13,14,19,22,25],celebr:13,cell:[0,1,2,3,4,6,7,8,9,10,13,14,20,27],center:[0,1,6,7,8,9,11,14,20,22,25,27],central:[0,3,5,6,8,16,19,25,26,27],centroid:[14,22],centroid_differ:14,centuri:3,certain:[0,3,6,7,9,22,25,26],cg:13,cha:0,chain:[0,1,13,18,22,25],chanc:[1,5,13,22,27],chang:[0,1,2,3,4,5,6,8,9,11,12,13,14,19,20,22,25,26,27],channel:3,chapter3:[0,20],chapter:[0,6,10,11,16,19,20,24,25,26,27],charact:[0,3,5,8,25,26],character:[8,9,10,12,22],characterist:[0,1,3,10,13,25],charg:[0,25],charl:0,chase:4,chatgpt:20,chd:7,chddata:7,cheap:[5,26],cheaper:[1,13],check:[0,1,3,4,5,6,11,13,19,25],checkmark:3,checkpoint:4,checkpoint_dir:4,checkpoint_prefix:4,chen:10,cheng:26,chiaramont:2,choic:[0,1,2,3,4,6,9,12,13,14,19,25,26],choleski:[5,19,26],choos:[2,3,6,9,10,11,13,14,20],chosen:[0,1,2,6,8,9,10,13,16,22,25],chosen_datapoint:1,christian:24,christoph:[21,24,25],cifar10:3,cifar:3,circ:[1,12],circl:[0,8,12,26],circuit:3,circumfer:9,circumv:[1,5,13,26],cite:20,ckpt:4,clariti:22,class_nam:[3,9],class_val:9,class_valu:9,classic:[7,9,13],classif:[0,3,5,6,7,8,11,12,18,20,24,25,26,27],classifi:[0,1,4,7,9,10,11,25],classificaton:1,classifii:10,clean:1,clear:[1,5,10,12,13],clearli:[0,3,5,6,7,8,22,26,27],clever:[1,10],clf3:0,clf:[0,6,8,9,10,25,26],clf_lasso:6,clf_ridg:[6,25],clip:[3,22],clone:23,close:[0,1,2,4,6,8,9,11,12,13,14,20,22,24,25],closer:[3,5,13,26],closest:[8,11,13,14],closur:[18,25],cloud:[18,25],cluster:[0,1,4,6,11,18,25],cluster_label:14,cm:[1,2,3,6,8,9,13,20],cmap:[0,1,2,3,4,6,8,9,10,20,25],cmap_arg:6,cmb:21,cmd:9,cn_:22,cnn:12,cnn_kera:3,cntk:[18,25],co:[0,2,3,6,9,13,25],code:[3,4,6,7,8,15,16,17,18,19,20,22,24],coef0:8,coef:[0,25],coef_:[0,5,6,8,9,13,25,26,27],coeff:5,coeffici:[0,3,5,6,7,8,9,13,15,16,19,25,26,27],coerc:[0,6,25],coin:[10,22],coin_toss:10,col:[0,11,25,26],colab:[18,25],cold:9,colinear:0,collabor:20,collaps:8,collect:[0,2,6,10,11,18,22,24,25],collinear:[5,26,27],color:[0,3,4,6,8,9,10,20,22],color_channel:3,color_cod:6,colorbar:[1,6,20],colsample_bytre:10,colsaobject:10,column:[0,1,2,5,6,7,8,9,11,12,17,19,25,26,27],columntransform:9,com:[4,6,16,18,20,24,25],combin:[1,2,5,6,7,10,22,27],come:[0,1,3,4,5,12,13,14,15,25,26,27],command:[0,1,25],comment:[0,4,5,6,15,16,20,25,26],commerci:[0,15,18,20,25],commod:[0,25],common:[0,1,3,5,6,7,9,11,13,14,20,22,25,26],commonli:[0,1,4,6,7,9,13,14,26],commun:[0,12,20],commut:3,commutatitav:3,compact:[0,1,3,5,6,7,9,11,12,13,14,25,26,27],compair:0,compar:[0,3,4,5,6,11,13,15,16,19,20,25,26,27],comparison:[2,4,13],compat:7,compet:0,competit:10,compil:[0,1,3,4,13,15,18,19,25],complet:[0,2,3,4,9,12,25],completenn:12,complex:[1,5,8,9,11,12,13,15,16,25],complic:[0,1,9,13,25],compoment:26,compon:[0,1,3,4,5,6,7,9,14,16,18,25,26,27],components_:11,compos:[9,12,13,14,18,25],compphys:[0,6,16,17,18,20,21,23,24,25],compress:[0,25,26],compris:6,compromis:[5,26],compulsori:[18,25],comput:[0,1,2,3,4,5,6,7,8,10,11,12,13,15,16,17,18,19,20,21,22,24,25,26,27],computation:[0,3,6,9,13,22,25],computationalscienceuio:25,computerlab:20,con:[],concaten:[2,4,6,14],concav:[1,9,13,26],concentr:[0,10],concept:[0,2,18,25,26],conceptu:[12,13],concern:[0,1,4,7,25],concic:25,conclud:[0,5,13,27],conclus:1,cond:2,conda:[0,1,15,18,20,25],condis:26,condit:[0,2,4,5,6,8,9,11,13,22,25,26],conduct:18,condwav:2,confid:[0,5,6,7,8,20,25,26,27],configur:3,confirm:[5,12,27],confus:[5,6,7,10,19,26,27],confusion_matrix:9,congruenti:22,conjug:[4,8],conjugaci:13,conjunct:3,connect:[0,1,3,4,9,11,12,13,19,25,26],consequ:[5,6,8,10,12,13,26,27],conserv:[5,14,26],consid:[0,1,2,3,5,6,7,8,9,10,12,13,16,19,20,22,25,26,27],consider:[0,1,5,13,25,26,27],consist:[0,1,2,3,4,6,12,13,20,22,26],constant:[0,2,4,5,6,8,12,13,22,25,26,27],constitu:[0,25],constitut:[2,6],constrain:[1,3,5,7,11,27],constraint:[5,6,8,13,26,27],construct:[0,1,2,3,5,6,7,8,9,10,11,19,22,25,26,27],consult:[],contact:[0,25],contain:[0,2,3,4,5,6,7,8,9,11,12,13,17,19,20,22,24,25,26,27],contemporari:25,content:[1,18,19,25],context:[6,10,13,20],contextlib:[0,7],contigu:19,continu:[0,1,2,3,4,5,6,7,8,9,10,12,13,17,19,20,22,25,26,27],contour:[9,10,13],contourf:[8,9,10],contrast:[1,4,9,10,12],contribut:[0,3,5,13,22,25,26,27],contributor:[0,20],control:[0,1,3,9,13,15,18,25],conv2d:[3,4],conv2dtranspos:4,conv:[3,4],convei:25,conveni:[0,5,6,12,13,19,20,25,27],convent:[12,26],converg:[1,2,4,5,6,8,9,11,13,14,26,27],convergencewarn:[1,6,8,9,11],convert:[0,1,4,5,9,11,13,19,25,26],converttomatrix:4,convex:[4,5,7,26],convinc:13,convolut:[1,4,18,25],cook:20,cool:[4,9],coolwarm:[6,20],coordin:[5,12,14,26,27],coorel:0,copi:[0,1,2,14,26],copyright:[],core:[0,2,7,10,25],corel:25,coronari:7,corr:[0,5,7,11,26],correalt:[11,18],correct:[0,1,2,3,4,5,7,13,19,22,25,26,27],correctli:[1,2,6,7,10,20],correl:[0,1,3,5,6,7,10,12,13,18,22,25,27],correlation_matrix:[0,5,7,11,26],correspond:[0,3,5,6,8,9,11,12,15,16,17,18,19,20,22,25,26,27],cortex:12,cosin:[3,6],cost:[0,2,3,5,6,7,8,9,12,13,16,17,20,25],cost_deep_grad:2,cost_funct:2,cost_function_deep:2,cost_function_deep_grad:2,cost_function_grad:2,cost_grad:2,cost_sum:2,costol:13,could:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,17,19,20,22,25,26,27],coulomb:[0,25],count:[0,2,9,21,22,23,25],countor:13,coupl:[4,5,6,27],cours:[0,1,3,5,11,20,21,23,26],courvil:[21,24,25,26],cov:[5,6,11,19,22,25,26,27],cov_xi:[5,11,26],cov_xx:[5,11,26],cov_yi:[5,11,26],covari:[0,7,18,19,25,27],covariance_matrix:[5,11,14,26],cover:[0,5,17,18,23,24,26,27],covert:[0,25],covxi:22,covxx:22,covxz:22,covyi:22,covyz:22,covzz:22,cpu:1,craft:3,creat:[1,2,3,4,5,9,10,11,12,18,25,27],create_biases_and_weight:1,create_convolutional_neural_network_kera:3,create_neural_network_kera:1,create_x:[5,11,26],credit:[0,7,23,25],crim:0,crime:0,criteria:[0,4,9,10,14,22,25],criterion:[9,10,13],critic:[6,20,26,27],critiqu:20,cross:[0,1,3,7,9,10,13,18,22,25,26,27],cross_entropi:4,cross_val_scor:6,cross_valid:[7,10],crossvalid:6,crucial:[1,22],cs231:3,cs:[21,23],csr_matrix:[19,25],csv:[0,4,6,7,9,25],ctnk:1,cubic:0,cumbersom:[5,27],cumsum:[10,11,25],cumul:[7,10,22],cumulative_heads_ratio:10,cup:[5,27],current:[1,2,3,4,13,14,24],curs:[0,26],curv:[6,7,10,12,20],curvatur:13,custom:[6,14,20],custom_cmap2:[9,10],custom_cmap:[9,10],cutpoint:9,cv:[6,7,10],cvxbook:13,cvxopt:[5,8,26],cycl:[1,12],cyclotron:27,d2_g_t:2,d:[1,2,3,4,5,6,7,8,9,10,11,13,14,19,22,23,25,26,27],d_f:13,d_g_t:2,d_net_out:2,da:3,dagger:[5,19,26],dai:[1,9,18],damp:3,daniel:23,darget:9,darkr:22,dat:[0,25],dat_id:[0,6,7,9,25,26],data1:14,data2:14,data3:14,data4:14,data:[2,4,5,8,10,12,13,14,17,19,24],data_id:[0,6,7,9,25,26],data_indic:1,data_panda:25,data_path:[0,6,7,9,25,26],databas:1,datafil:[0,6,7,9,20,25,26],datafram:[0,4,5,7,9,11,25,26],datapoint:[1,5,6,7,11,13,26],dataset:[0,4,6,7,8,9,10,11,13,14,15,16,20,25],datatyp:4,date:[15,16,17,20,25,26,27],daughter:10,david:[24,25],dbh:1,dbo:1,dc5e85cd93c3:[],dcomposit:19,ddot:2,dead:1,deadlin:[16,17,21],deal:[0,1,3,5,6,8,11,13,14,17,19,20,22,25,26,27],dealt:0,debt:7,debug:[0,5,6,27],decad:[0,3],decai:[0,13,22,25],decemb:[21,23,25],decent:10,decid:[0,2,3,5,6,9,20,27],decim:[0,25],decis:[0,1,8,11,18,24,25],decision_funct:8,decision_tre:9,decisiontreeclassifi:[9,10],decisiontreeregressor:[0,9,10],decisiontreeregressordecisiontreeregressor:9,declar:[0,4,19,25],decompos:[5,6,19,26],decomposit:[0,6,12,20,25,27],decompost:[5,26],deconvolut:3,decorrel:[10,13],decreas:[1,2,4,5,6,10,11,13,27],deduc:[0,25],deep:[3,7,12,13,18,21,24,26],deep_neural_network:2,deep_param:2,deep_tree_clf1:9,deep_tree_clf2:9,deep_tree_clf:[9,10],deepen:[5,18,25],deeper:[0,3,4,25],deeplearningbook:[24,25,27],deer:3,def:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,20,22,25,26,27],def_covari:22,default_tim:4,defect:[5,26],defici:[5,26],defin:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,22,26,27],definit:[1,2,5,6,7,8,10,11,12,13,17,19,22,26,27],defint:22,defvjp:2,degre:[3,5,6,8,9,10,11,15,16,17,20,22,25,27],deisenroth:26,del:1,delet:6,delimit:4,deliv:[21,25],delta:[0,2,3,6,8,12,13,14,25],delta_0:3,delta_1:3,delta_2:3,delta_3:3,delta_4:3,delta_5:3,delta_:[1,19],delta_h:[0,1,25],delta_j:[3,12],delta_k:12,delta_l:[1,3],delta_momentum:13,delta_n:[0,3,25],delug:18,delv:0,demand:13,demonstr:[0,3,5,6,7,11,12,18,25,26,27],den:4,denomin:[1,5,27],denot:[1,2,6,7,13,22],dens:[1,3,4],densiti:[0,2,6,22,25],depart:[23,25,26,27],depend:[0,1,2,4,5,6,7,8,11,12,13,15,18,19,20,22,25,26,27],depict:22,deploy:[0,15,18,20,25],deprec:2,depth:[0,3,9,10,19],deriv:[0,1,2,6,7,8,10,11,13,16,17,18,20,25],derivati:13,derivative_fn:13,descend:[5,9,11,26,27],descent:[0,1,3,7,8,12,25,26],describ:[0,2,4,5,6,8,10,11,12,13,19,20,25,27],descript:[0,8,9,25],design:[0,1,3,4,5,6,7,10,11,12,13,15,16,17,20,25,27],designmatrix:[0,25],desir:[0,2,4,5,13,14,25,26],despit:[1,12],destroi:19,det:[5,19,26],detail:[0,6,11,13,14,19,20,26],detect:[3,8,12],determin:[0,2,3,4,5,6,8,9,10,11,12,13,16,19,22,25,26,27],determinist:[7,13,22],dev:[1,20],develop:[0,3,5,8,10,11,12,18,19,20,25,26,27],deviat:[0,1,2,4,5,6,20,22,25,26,27],devic:[3,4,14],devis:12,df1:25,df:[4,8,11,13,25],di:0,diag:[5,8,26,27],diagnost:[1,10],diagon:[0,5,7,13,19,20,22,25,26,27],diagonaliz:[5,26],diagram:10,diagsvd:6,dice:[6,22],dict:[6,8],dictat:[],dictionari:0,did:[0,1,5,6,7,10,11,14,20,25,27],die:1,diff1:2,diff2:2,diff:2,diff_ag:2,diffeent:8,differ:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,15,17,18,19,20,22,24,25,26,27],differenti:[0,3,16,18,19,25,26],differential_oper:2,difficult:[0,1,6,10,13,20,22,25],difficulti:[0,1,13,25],diffonedim:2,diffus:[],digit:[0,1,3,4,6,20,21,23,25],dilemma:13,dilut:1,dim:[4,11,14,19],dimens:[0,1,2,3,4,5,8,9,11,14,16,17,19,25,26,27],dimension:[0,4,5,6,9,11,13,14,18,19,25,27],dimensionless:[0,3,25],diment:19,dimnsion:4,diod:3,direct:[0,1,2,4,7,11,12,13,14,25,26],directli:[1,4,5,6,22,26],directori:[0,7],disadvantag:[0,25],disappear:[3,6],disc_loss:4,disc_tap:4,discard:[6,11],disciplin:[0,3,12],disclaim:22,discord:25,discourag:13,discov:[0,25],discover:[5,27],discret:[1,3,5,7,13,27],discrimin:[4,7,10,11],discriminator_loss:4,discriminator_loss_list:4,discriminator_model:4,discriminator_optim:4,discuss:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,24,25,26,27],diseas:7,disguis:[6,26,27],disord:[1,7],displai:[0,1,3,4,5,6,7,8,9,10,11,12,14,20,22,25,26],displaystyl:[0,5,17,25,26,27],disregard:[0,25],dissimilar:[11,14],dist:14,distanc:[0,8,9,11,14,22],distance_list:9,distinct:[3,7,8,9,10,14],distinctli:8,distinguish:[0,4,7,8,22,25],distplot:0,distribut:[0,1,4,6,7,10,11,13,14,15,16,18,19,20,25,26],distrubut:[0,15,18,20,25],ditto:[],dive:[0,8,19,25],diverg:[1,13],divid:[0,1,3,5,6,7,8,9,11,12,22,25,26,27],divis:[6,8,9,13,19,22],dlopen:[3,4,14],dna:7,dnn1:4,dnn2_gru2:4,dnn:[0,1,2,4,12,25],dnn_kera:1,dnn_model:1,dnn_numpi:1,dnn_scikit:[0,1,25],doamin:27,doc:[0,6,16,17,18,20,21,23,24,25],document:[4,9,11,13],doe:[0,1,2,3,4,5,6,8,10,11,12,13,14,16,19,20,22,25],doesn:[3,9,12],dog:[1,3,4],domain:[5,8,13,20,27],domin:[0,25],don:[0,1,3,5,6,7,8,11,13,15,18,20,25,26],done:[0,2,3,4,5,6,9,10,11,13,17,19,20,25,26,27],dot:[0,2,3,5,6,7,8,9,10,11,12,13,19,20,22,25,26,27],doubl:[3,4,19,25],doubli:1,doubt:20,down:[0,3,6,9,11,12,13],download:[0,1,3,5,6,19,20,24,25],downsampl:3,dozen:1,dq:6,drag:13,dramat:11,drastic:4,draw:[4,6,10,13],drawback:[0,1,3,13,26],drawn:[1,4,6,7,11,22,25],drive:[3,4],driven:3,drop:[0,1,5,6,11,13,22,25,26,27],dropna:[0,6,25],dropout:4,dt:[2,3,13,22],dtype:[0,1,2,3,4,14,19,25,26],dual:8,dualiti:6,dub:[0,25],due:[1,2,5,6,8,10,12,13,23,25,26],dummi:0,dure:[0,1,3,4,8,9,11,17,18,20,25],dwell:0,dwh:1,dwo:1,dx:[2,3,8,22],dx_1:22,dx_1p:6,dx_2p:6,dx_mp:6,dx_n:22,dxp:6,dy:[1,8,22],dylib:[3,4,14],dynam:4,dz:8,e:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,22,23,25,26,27],e_:[0,2,25],each:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,18,19,21,22,23,25,26,27],eapprox:[0,25],earli:[1,13],earlier:[0,5,7,8,9,11,12,13,25,26],earthexplor:[6,20],eas:[6,9,14],easi:[0,5,6,7,8,9,10,11,12,13,18,19,25,26,27],easier:[5,6,8,9,13,22,25,26],easiest:13,easili:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,19,20,25,26,27],eastern:[23,25],ebind:[0,25],eblock:9,econometr:25,economi:5,ecosystem:[18,25],ect:21,edg:3,edgecolor:6,edu:13,educ:[0,20,25],eff:22,effect:[1,4,10,13,22],effic:1,effici:[0,3,10,13,18,19,22,25],efron:6,egrad:13,eig:[5,11,13,19,22,25,26],eigen:22,eigenpair:[5,11,26],eigenvalu:[0,5,8,11,13,19,25,26,27],eigenvector:[5,11,13,17,26,27],eight:[19,25],eigval:[19,22,25],eigvalu:[11,13],eigvec:[19,22,25],eigvector:[11,13],eispack:[19,25],either:[1,5,6,7,8,9,10,11,13,15,16,20,22,25,26,27],elabor:22,elarn:3,electr:[0,3,12,25],electron:25,eleg:11,element:[1,2,3,4,5,6,7,8,11,12,13,17,18,19,20,21,24,26,27],elementari:[10,13,19],elementwis:[3,13],elementwise_grad:[2,13],elessar:25,elif:[2,14],elim:19,elimin:[3,8],els:[1,2,3,4,7,9,12,13,14,19],elu:1,elus:[0,25],email:[21,23,25],embed:[0,11,26],embodi:[6,20],emit:22,emner:24,emphas:[0,10,18,25],emphasi:[0,18,24,25],empir:[1,11,22],emploi:[0,1,5,6,11,13,20,22,25,26,27],employ:0,empti:[6,10],emul:12,en:[18,24],enabl:11,enbodi:6,encod:[0,3,5,7,9,11,14,17,25,26,27],encompass:[0,20,22],encount:[0,1,5,6,7,13,22,25,26],encourag:20,end:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,19,20,22,23,25,26,27],end_box:2,end_nod:2,end_valu:2,endpoint:[3,6],energi:[0,4,6,26],enet_coordinate_desc:6,enforc:12,eng:24,engin:[0,1,3,4,18,25],english:20,enocurag:20,enoent:[3,4,14],enorm:3,enough:[0,6,13,25],ensembl:[1,9],ensur:[0,1,2,3,5,6,11,13,22,26,27],entail:25,enter:[5,6,17,26,27],enthought:[0,15,18,20,25],entir:[1,3,7,9,18,22,25],entiti:[9,12,19,25],entri:[0,5,8,11,12,19,25,26,27],entropi:[1,3,7,10,13,25],enumer:[0,1,2,3,4,6,8,25,26,27],env:[0,1,2,3,4,6,7,8,9,11,14,22,25,27],environ:[2,9,18,20],eo:[0,6,25],eol:[0,25],eosfit:[0,25],epoch:[0,1,3,4,12,13,25],epsilon:[0,5,6,7,13,20,25,26,27],epsilon_0:[0,25],epsilon_1:[0,25],epsilon_2:[0,25],epsilon_:[0,25],epsilon_i:[0,25,26],eq:[3,13,14,19,22],eqnarrai:[3,5,6,27],equal:[0,1,2,3,4,5,6,8,9,11,12,13,14,15,19,20,22,25,26,27],equat:[1,3,4,5,6,7,8,9,10,11,13,14,16,17,19,20,22],equilibrium:[2,12],equiv:[3,13,19,22],equival:[0,1,5,7,8,11,13,18,19,25,26,27],erf:22,eriador:25,eridg:25,err:[0,7,10],err_:6,err_sqr:2,errat:13,errno:[0,3,4,7,14],erron:2,error:[1,2,4,5,6,7,9,11,12,13,15,16,17,18,19,20,22,27],error_estimate_corr_tim:22,error_hidden:1,error_output:1,escap:13,especi:[1,3,9,12,13,20],essenti:[0,5,6,9,10,12,14,20,22,26],establish:[0,6,10,11,15,20,25],estim:[0,1,5,6,7,10,11,13,18,22,25,26],estimated_mse_fold:6,estimated_mse_kfold:6,estimated_mse_sklearn:6,et:[0,2,4,15,16,17,20,24,25,26,27],eta0:[8,13],eta:[0,1,3,8,12,13,25],eta_:13,eta_t:13,eta_v:[0,1,3,25],etc:[0,1,3,5,7,8,9,11,12,13,14,15,18,19,20,22,26],ethic:18,euclidean:[0,14,26],euler:[],evalu:[0,2,3,4,5,6,9,13,20,22,25,26,27],evaluationform:20,evaluationgrad:20,evalut:13,even:[0,1,3,4,5,6,8,9,10,11,12,13,14,18,19,22,25,26,27],evenli:4,event:[5,7,10,22,27],eventu:[0,5,6,11,12,13,20,23,26,27],everi:[0,1,2,3,4,5,6,9,10,11,12,13,14,18,22,23,25,26,27],everyth:[4,12],everywher:[4,13],evolv:0,exact:[0,5,11,12,13,19,22,25,26],exactli:[0,3,4,6,12,18,20,26],exam:25,examin:6,exampl:[5,11,12,13,15,16,18,19,20,22,24],exce:[1,12,13],excel:[0,1,4,5,10,25,26],except:[0,3,4,6,7,8,9,19],excess:[0,25],excit:0,exclud:[1,6,12,20,26,27],exclus:[0,1,3,6,22,25],execut:[2,5,13,26],exemplifi:13,exercic:[23,25],exercis:[5,18,20,21,23,27],exercisesweek35:17,exhaust:6,exhibit:[0,5,6,8,25,26],exisit:[],exist:[0,1,2,3,4,5,6,7,8,9,13,14,19,20,25,26,27],exit:[5,19,26],exp:[0,1,2,5,6,7,8,10,11,12,13,15,16,20,22,25,26,27],exp_term:1,expand:[5,7,11,13,26],expandus:[0,7],expans:[0,3,5,8,10,12,13,25,26],expect:[0,1,5,6,7,11,12,13,15,16,18,20,25,26],expectation_value_of_h_wrt_p:22,expens:[6,10,13],experi:[0,1,6,8,13,18,20,25,26],experiment:[0,4,6,9,22,25],expert:[1,9],explain:[0,6,9,10,11,13,20,25],explained_variance_ratio_:11,explan:[],explanatori:[0,25],explicit:[0,3,6,13,19,20,25,26,27],explicitli:[0,4,8],explod:1,exploit:[0,3,12,13,25],explor:[1,4,6,8,13,18,20],expon:1,exponenti:[0,1,5,6,10,13,20,22,25,27],export_graphviz:9,export_text:9,exporttext:9,expos:18,express:[0,2,3,5,6,7,10,12,13,16,19,20,22,25,27],exptmean:22,exptvari:22,extend:[0,2,7,11,13,17,18,25],extens:[0,12,15,18,25],extent:[0,1,6,24],extern:[3,6,9],extra:[1,3,5,23,25,26],extract:[0,3,5,6,7,8,11,13,19,25,26],extrapol:[0,25],extrem:[0,1,4,5,6,7,8,9,13,16,19,26,27],extremum:13,extrins:11,ey:[0,5,6,13,14,19,25,27],f11:[0,25],f12:[0,25],f13:[0,25],f1:13,f1_grad:13,f1d:13,f2:13,f2_grad_x1:13,f2_grad_x1_analyt:13,f2_grad_x2:13,f2_grad_x2_analyt:13,f3:13,f3_grad:13,f3_grad_analyt:13,f4:13,f4_grad:13,f4_grad_analyt:13,f5:13,f5_grad:13,f6:13,f6_for:13,f6_for_grad:13,f6_grad_analyt:13,f6_while:13,f6_while_grad:13,f7:13,f7_grad:13,f7_grad_analyt:13,f8:13,f8_grad:13,f9:[0,13,25],f9_altern:13,f9_alternative_grad:13,f9_grad:13,f:[0,1,2,3,4,5,6,7,8,10,12,13,14,16,19,22,23,25,26,27],f_0:[3,10],f_1:[10,13],f_2:[12,13],f_3:12,f_:10,f_d:22,f_grad:13,f_grad_analyt:13,f_i:[0,6,12,16],f_m:[3,10],f_n:3,f_vec:2,f_wrap:2,face:13,facecolor:[6,8,22],facil:[0,15,18,25],facilit:12,fact:[0,1,3,5,9,11,12,13,25,26,27],factor:[0,1,3,5,6,9,10,11,13,19,22,25,26,27],factori:13,fade:6,fafab0:[9,10],fahimeh:[23,25],fail:[0,6,8,9,11,13,23,25],fail_on_error:[0,7],failur:7,fairli:[1,2,22],faisal:[16,26],fake:4,fake_loss:4,fake_output:4,fale:[],fall:[8,9,21],fals:[0,1,2,3,4,5,6,7,9,10,14,19,20,25,26,27],famili:[0,7,8,22],familiar:[0,3,5,6,8,15,18,19,20,22,25,27],famou:[6,12],far:[0,3,4,5,6,8,11,12,13,14,25,26],fashion:[0,9,10,25],fast:[1,3,6,10,12,13,18,22,25],faster:[1,11,13],fastest:[13,19],favor:7,favorit:22,fc:3,fd:[0,7],featur:[0,1,3,5,6,7,8,10,11,12,13,18,20,22,25,27],feature_nam:[0,1,7,9],feautur:9,fed:1,feed:[0,2,3,11,18,25],feed_forward:1,feed_forward_out:1,feed_forward_train:1,feedback:[4,25],feeddorward:4,feedforward:[1,4,12],feel:[0,5,6,11,13,15,16,18,20,23,25,27],feet:0,felt:20,fetch:[6,20],few:[1,3,4,5,9,22,25],fewer:[0,9,11,25],ffnn:[1,12],field:[0,3,6,12,18],fifth:[0,6,15,16,20,25],fig:[0,1,2,3,4,6,7,12,13,14,20,25],fig_id:[0,6,7,9,25,26],figaxi:22,figsiz:[0,1,2,3,4,6,7,8,9,10,25],figur:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,15,16,18,20,25,26,27],figure_id:[0,6,7,9,25,26],figurefil:[0,6,7,9,25,26],file:[0,2,3,4,5,6,7,9,14,20,25,26,27],file_prefix:4,filenam:25,filenotfounderror:[0,7],fill:[5,9,26],filter:[0,3,4,7],financ:0,find:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,18,20,22,25,26,27],fine:[0,14,15,25],finish:2,finit:[3,5,6,12,13,17,22,26,27],first:[0,1,2,3,5,6,7,8,9,10,11,13,14,15,16,17,19,20,22,23,24],firsteigvector:11,fit:[1,3,4,5,6,7,8,9,11,12,13,15,16,17,20,22,26],fit_beta:[6,26,27],fit_intercept:[0,5,6,26,27],fit_mod:9,fit_transform:[0,6,8,9,11],fiti:[0,25],five:[0,9,17,20,25,26],fix:[0,3,4,6,10,11,12,13,20,25],fixedloc:6,flag:4,flat:[3,4,12,13,14],flatten:[1,3,4,5,19],flexibl:[1,6,8,10,12,25],flip:[23,25],float32:[4,9],float64:[4,19,25,26],flop:[5,19,26],flow:[1,4,12],fluctuat:[5,27],fluid:[],fly:11,fm:[0,25],fmax:3,fmesh:13,fn:7,fname:[0,7],focu:[0,3,4,5,6,15,18,24,25,26,27],focus:[1,6,7,19,26,27],fold:[6,9,20],folder:[0,1,3,4,6,14,20,25],follow:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27],font:[0,7,22,25],fontdict:22,fontsiz:[1,6,8,9,10,22],fontweight:1,footprint:3,foral:[8,26],forc:[0,5,6,10,11,25,26,27],forcast:4,forecast:[4,12],forest:[0,1,9,18,25],forget:11,form:[0,3,4,5,6,7,8,9,11,12,13,17,18,19,20,22,25,26,27],formal:[3,4,14,22],format:[0,1,2,3,4,6,7,8,9,10,11,18,22,24,26,27],format_data:4,formatstrformatt:[6,13,20],formul:[4,6,11,14],formula:[3,13,22],forth:[4,12],fortran2003:[18,25],fortran2008:20,fortran90:22,fortran:[0,15,18,19,25],fortun:[0,11,26],forward:[0,3,6,18,19,25],foster:25,found:[1,2,3,4,5,6,12,13,14,20,25,26,27],foundat:[18,25],four:[4,5,6,8,12,19,20,21,23,25,27],fourier:[0,25],fourierdef1:3,fourierdef2:3,fourierseriessign:3,fourth:[12,25,26],fp:7,frac:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,22,25,26,27],fractal:9,fraction:9,frame:7,framework:[1,3,4,8,10,14,22],frank:[5,11],frankefunct:[5,6,11,20,26],fredli:[23,25],free:[0,6,11,13,15,16,18,19,20,22,23,24,25],freecodecamp:18,freedom:[5,27],freeli:[0,20],frequenc:[3,6,7,22],frequent:[0,8,9,13],frequentist:18,fresh:10,fridai:[16,17,23,25],friedman:[6,20,21,24,25],friendli:4,frodo:25,frog:3,from:[0,1,2,3,4,6,7,8,9,11,13,14,16,17,18,19,20,22,23,24,25],from_cod:9,from_logit:[3,4],from_tensor_slic:4,fromnumer:2,front:[0,4,5,15,16,25,26,27],fulfil:[2,5,12,26],full:[0,1,3,5,7,9,10,13,22,25,26],full_matric:[5,26],fulli:[3,6,12,21,22],fun:[2,18,25],fun_nam:2,func:2,functionali:11,fundament:[0,6,18,25],funtion:2,further:[2,7,9,25],furthermor:[0,3,5,6,7,11,12,13,17,18,20,25,26,27],futur:[0,4,8,9,25],futurewarn:8,fy:[15,20,21,23,24,25],fys3150:[],fys4155:20,fys5419:[24,25],fys5429:[24,25],g0:2,g:[0,1,2,3,4,6,8,9,10,11,13,22,25,27],g_0:2,g_1:[2,10],g_2:[2,10],g_:[2,9,10],g_analyt:2,g_dnn_ag:2,g_euler:2,g_i:2,g_m:[3,10],g_n:3,g_re:2,g_t:2,g_t_d2t:2,g_t_d2x:2,g_t_dt:2,g_t_hessian:2,g_t_hessian_func:2,g_t_jacobian:2,g_t_jacobian_func:2,g_trial:2,g_trial_deep:2,g_vec:2,gain:[1,5,7,9,10,13,26,27],galleri:[0,25],game:4,gamge:25,gamma1:8,gamma2:8,gamma:[0,2,8,9,10,11,13,25],gamma_0:10,gamma_1:10,gamma_1x:10,gamma_:[0,25],gamma_i:[0,8,22,25],gamma_j:13,gamma_k:13,gamma_m:10,gamma_x:[0,25],gap:[6,8],gate:[4,12],gather:[0,1,12,26],gaug:12,gaussbacksub:19,gaussian:[4,5,6,8,14,22,27],gaussian_point:14,gaussian_rbf:8,gave:13,gavra:25,gbc:[21,25],gca:[2,6,8,13,20],gd:1,gd_clf:10,gdclassiffiercgain:10,gdclassiffierconfus:10,gdclassiffierroc:10,gdm:13,gdregress:10,ge:[1,5,7,22,26],gen:[0,7],gen_loss:4,gen_tap:4,gender:[0,25],genener:4,gener:[0,1,2,3,5,6,8,10,11,12,13,14,15,16,17,19,20,22,24,26,27],generallay:12,generate_and_save_imag:4,generate_imag:4,generate_latent_point:4,generate_simple_clustering_dataset:14,generated_imag:4,generator_loss:4,generator_loss_list:4,generator_model:4,generator_optim:4,genom:18,geodes:11,geometr:[0,13,25],geometri:[5,27],georg:24,geotif:[6,20],geq:[2,5,8,9,13,26,27],geron:[0,15,21,24,25],get:[0,1,2,3,4,5,6,7,9,10,11,13,15,18,19,20,22,23,25,26,27],get_dummi:9,get_paramet:2,get_split:9,get_yaxi:8,get_yticklabel:6,getattr:2,gg:25,gibb:[18,25],gif:4,gini:10,gini_index:9,ginvers:13,git:[0,15,18,25],giter:13,github:[0,6,9,15,16,17,18,20,21,23,24,25,26],gitlab:[0,15,18,20,25],give:[0,1,2,3,5,6,7,8,9,10,12,13,14,17,18,20,22,25,26,27],given:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,22,25,26,27],global:[6,7,13,20],gloriou:[],glorot:1,gnew:13,go:[0,1,3,5,6,8,9,11,12,13,20,25,26,27],goal:[0,7,9,25],goe:[0,1,2,5,6,13,14,19,25,26,27],golden:13,gone:[5,26,27],gong:1,good:[1,3,4,5,6,9,10,11,13,17,18,22,24,26,27],goodfellow:[4,21,24,25,26,27],googl:[1,4,18,25],got:[1,6,13,20],gotten:25,gov:[6,20],gp:24,gpu:[1,13,18,25],grad:[2,13],grad_analyt:13,grade:[20,21],gradient:[0,3,4,7,8,9,12,18,25,26],gradientboostingclassifi:10,gradientboostingregressor:10,gradients_of_discrimin:4,gradients_of_gener:4,gradienttap:4,gradual:[1,14],grai:[4,6,20],graph:[1,9,11,12,13],graph_from_dot_data:9,graphic:[0,1,9,25],grasp:0,gray_r:[1,3],grayscal:3,great:[5,13],greater:[1,7,22],greatli:13,greedi:9,green:[0,3,9,22],grei:4,grid:[1,3,6,7,8,12,22,26,27],grossli:13,ground:[0,25],group:[0,6,7,9,14,18,20,21,23,25],groupbi:[0,25],grow:[1,3,9,10],growth:[0,25],gru:4,guarante:[0,4,13,22,25,26],guess:[1,4,10,13,14],guestrin:10,guid:1,guidanc:20,h1:2,h:[0,1,5,6,8,13,16,20,22,23,24,25,26],h_1:[2,13],h_2:[2,13],h_:[0,13,25],h_m:10,ha:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,19,20,22,25,26,27],haa:23,habit:[0,26],had:[0,1,6,7,13,25],hadamard:[1,12,13],half:[1,8,9],halv:10,hand:[0,1,2,3,5,11,12,13,15,18,19,20,21,22,23,24,25,26,27],handi:[3,20],handl:[0,1,2,5,9,11,18,27],handle_unknown:9,handsid:12,handwrit:12,handwritten:[1,5],happen:[1,2,3,4,5,6,10,13,22,26],hard:[1,7,8,10,13],hardcopi:[18,25],harder:[0,1,26],harmon:3,hasn:1,hassl:[0,15,18,25],hast:[18,25],hasti:[0,6,15,16,17,20,21,24,25,26],hat:[0,1,5,6,7,9,10,11,12,13,17,19,20,26,27],have:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,25,26,27],haven:1,he:7,head:[0,4,10,22],header:[0,25],heads_proba:10,health:[0,26],hear:[0,13,25],heart:[0,7,25],heatmap:[0,1,3,7,25],heavili:0,heavisid:1,height:[1,3,6,26,27],held:13,help:[0,1,4,12,13,16,20,25],helper:[4,14],henc:[0,5,6,8,9,10,12,13,20,25,26,27],henrik:[23,25],her:7,here:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,25,26,27],hereaft:[0,8,12,25],hermitian:19,hessenberg:19,hessian:[0,2,5,13,16,27],heterogen:[9,10],hi:7,hidden:[1,3,4,12],hidden_bia:1,hidden_bias_gradi:1,hidden_layer_s:[0,1,25],hidden_neuron:4,hidden_weight:1,hidden_weights_gradi:1,hierarch:[5,26,27],high:[0,1,2,3,4,5,6,9,10,11,13,14,18,19,20,25,26],higher:[0,1,3,5,6,8,13,20,25,26,27],highest:[1,2],highli:[0,3,4,10,18,19,24,25,26,27],highwai:0,hing:8,hint:[13,16,26,27],hip:18,hire:0,hist:[4,6,7,22],histogram:[0,6,7,22],histor:[7,11],histori:[3,4,12],hitherto:[5,27],hjorth:[23,25,26,27],hobbi:22,hoc:[5,26],hoff:24,hold:[1,3,6,13,14],holder:[0,25],holomorphic_grad:2,home:0,homepag:[20,25],homework:[6,13],homogen:[1,3,9,10,13],honchar:2,hopefulli:[0,11,22,25],horizont:11,hors:[3,7],hot:[1,9],hour:[1,18,21,22,23,25],how:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,18,19,20,22,25,26,27],howev:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,19,20,22,25,26,27],hspace:[0,4,8,10,22,25],hstack:1,htf:[21,25],html:[0,9,11,17,18,20,21,23,24,25,27],http:[0,3,4,6,9,11,13,16,17,18,19,20,21,23,24,25,26,27],huang:[0,25],huber:[0,25],huge:[1,3,4,18],human:[0,1,3,6,9,12,26,27],humid:9,hundr:1,hungri:1,huse:25,hybrid:21,hydrogen:[0,25],hyper:[],hyperbol:[1,4,12],hyperparam:8,hyperparamet:[3,4,5,6,9,13,17,25,26,27],hyperplan:11,i0:[0,25],i1:[0,6,8,12,25,26,27],i2:[0,8,12,25],i3:[0,12,25],i5:[0,25],i:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,22,23,25,26,27],i_1:[5,6,27],i_2:[5,6,27],i_:13,ian:24,ic:1,id:[7,13],ida:[23,25],idea:[0,1,2,3,4,6,9,10,12,13,19,20,26,27],ideal:[0,2,6,8,13,22,25],idem:6,ident:[5,6,12,13,17,19,20,26],identical:27,identifi:[0,1,7,9,11,12,13,14,25,26],ieor:22,ifi:24,ifs:[18,25],ignor:[0,1,3,9,26],ii:[19,22],iii:[19,25],ij:[0,1,3,6,8,12,14,16,19,20,22,25,26,27],ik:[0,19,25,26],illustr:[5,7,10,12,13,14,18,25],im:6,imag:[1,3,4,6,9,11,12,14,24,25],image_at_epoch_:4,image_batch:4,image_height:3,image_path:[0,6,7,9,25,26],image_width:3,imageio:[6,20],images_from_seed_imag:4,imagin:1,immedi:[0,3,4,6,15,18,25],implement:[0,2,3,4,5,6,8,9,10,11,12,13,14,17,20,22,25,26,27],impli:[3,5,6,7,13,19,26,27],implicit:3,implicitli:[11,22],importantli:3,impos:[0,6,11,12,25],imposs:[0,5,25,26],impress:[0,12,25],improv:[0,4,5,9,10,11,13,20,26],impur:9,imread:[6,20],imshow:[1,3,4,6,20],in3050:[24,25],in3310:25,in4080:[24,25],in4300:[24,25],in4310:24,in5400:3,in5550:24,in_out_neuron:4,inaccur:13,inact:12,inadequ:[0,25],inch:[6,26,27],includ:[0,1,2,3,4,5,6,7,11,12,15,16,17,18,20,22,23,24,25,26,27],include_bia:[6,9],inclus:17,incom:12,incorrect:1,incoveni:8,increas:[0,1,3,4,5,6,8,9,11,12,13,20,22,25,26,27],increasingli:22,ind:6,inde:[0,2,4,5,6,13,25,26],indefinit:4,independ:[0,5,6,7,8,12,13,22,25,26],index:[0,1,3,4,10,14,18,19,22,24,25],index_col:[0,25],indic:[0,1,3,4,5,6,9,10,11,13,16,20,25,26],indispens:6,individu:[1,6,7,10,12,22,25,26],indu:0,indx1:2,indx2:2,indx3:2,indx:19,ineffici:[3,13],inequ:[8,13],inertia:13,inf1000:[18,25],inf1100:[18,25],inf1100l:[18,25],inf1110:[18,25],inf3000:25,infeas:9,infer:[0,1,4,6,24,25],inferenc:1,infil:[0,6,7,9,25],infin:[5,6,7,11,26,27],infinit:3,infinitesim:22,influenc:[6,10],influenti:1,info:25,inform:[0,1,3,4,6,9,11,12,13,14,19,20,24,25],infti:[3,6,13,22],ingeni:13,ingrad:2,ingredi:[0,9,25],inher:6,inherit:[19,25],initi:[0,1,2,6,10,13,14,19,22,25],inject:14,inlin:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,20,22,25,26,27],inner:[0,13,26],inp:4,inplac:13,input:[0,1,3,4,5,6,7,8,12,13,14,20,22,25,26,27],input_dim:1,input_shap:[3,4],inputs:1,inputs_shuffl:[0,1,26],insert:[3,5,6,8,10,22,26,27],insid:[0,4,7],insight:[0,1,5,18,25,26,27],insist:[6,13,26,27],inspir:[0,1,12,25],instabl:2,instal:[0,1,5,6,9,15],instanc:[0,1,2,4,6,9,11,13,25,26],instanti:10,instead:[0,1,2,3,4,5,6,8,9,11,13,14,19,20,22,25,26],institut:1,instruct:[0,1,15,16,25],int32:10,int_0:22,int_:[3,6,22],int_a:22,intak:[0,26],integ:[1,2,13,14,19,22,25],integer_vector:1,integr:[3,6,22,25],intellig:[0,14,24,25],intend:10,intens:1,intention:14,interact:[0,6,9,12,18,20,25],intercept:[0,6,8,11,13,16,20,25,27],intercept_:[0,6,8,9,13,25,26,27],interchang:[5,12,19,27],interconnect:1,interest:[0,1,2,3,4,5,6,7,8,9,12,18,20,22,25,26,27],interfac:[0,1,19,26],interior:[0,9,25],intermedi:[19,26],intern:[1,10,12],interpol:[1,3,4,6,12,20],interpr:[5,26,27],interpret:[0,1,6,9,10,12,13,17,19,20,22],interv:[0,3,5,6,7,13,20,22,25,26,27],intial:13,intract:[0,4,26],intrins:[3,11,19,22,25],intro:[18,24,25],introduc:[0,1,5,6,8,10,12,17,19,20,22,25],introduct:[1,2,4,13,17,24,26],introductori:[0,4,19,24,25,26],intuit:[0,5,6,8,12,13,20,25,27],inv:[0,5,13,25,26,27],invalid:[1,8],invalu:[0,13,15,18,25],invari:1,invd:[5,27],inver:8,invers:[0,3,6,13,15,16,17,20,25,26],inverse_transform:8,invert:[0,5,7,10,13,25,27],invh:13,invok:[0,8],involv:[0,2,6,7,11,12,26],io:[0,17,18,20,21,23,24,25,26],ip:[0,8,22,25],ipca:11,ipykernel_48918:1,ipykernel_49101:6,ipykernel_49291:25,ipynb:[18,20,25],ipython:[0,5,7,9,11,14,15,18,20,25,26],iq:6,iri:[8,9],irreduc:6,irrelev:[5,26],irrespect:[0,25],irvin:[],isbox:2,iscomplexobj:2,isn:[5,27],isnul:0,isomap:11,isotop:25,issu:[1,9,19,27],it_arrai:13,item:[0,13,25],items:[19,25],iter:[1,2,4,6,8,9,11,13,14,22],its:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,18,19,20,22,25,27],itself:[5,6,12,20,22,26,27],j1:19,j:[0,1,2,3,4,5,6,8,9,11,12,13,14,16,17,19,20,22,24,25,26,27],j_:6,j_lasso_sk:6,j_ridge_sk:6,j_sk:6,jackknif:[6,18,25],jacobian:[2,13],jacobian_shap:2,jakobsen:23,jason:4,jax:[18,25],jensen:[23,25,26,27],jerom:[20,24],ji:[12,19],jit:13,jj:[0,5,6,25,27],jk:[0,1,6,12,19,25],jl:[0,25],jm:19,jnp:13,job:[2,8,10],johansen:25,join:[0,3,4,6,7,9,14,25,26],joint:[4,5,27],judg:13,judgement:[6,20],julia:[18,19,20],jump:[20,22],junk:4,jupit:25,jupyt:[0,9,15,18,20,24,25],just:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,20,22,25,26,27],justif:0,justifi:[3,10],k0:7,k1:7,k:[0,1,3,5,6,7,8,9,10,11,12,13,14,18,19,20,22,23,25,26,27],kaggl:[6,20],kappa_d:22,karl:[23,25],karush:8,katrin:[23,25],keep:[0,1,4,5,6,11,13,14,19,20,25,26,27],keepdim:[1,2,6,10,19],kei:[0,1,3,6,12,26],kept:[4,6,14],kera:[0,4,18,20,25],kernel:[0,1,3,4,14,18,25,26],kernel_librari:[3,4,14],kernel_regular:[1,3],kernel_s:4,kernelpca:11,kev:[0,25],kevin:[24,25],keyboardinterrupt:2,keyword:[6,13,19,20,25],kfold:6,kg:1,ki:19,kick:[1,13],kiener:2,kilomet:[6,26,27],kind:[0,2,3,4,8,12,13,14,25,26],kj:[6,12,19,26,27],kjm:[18,25],kkt:8,kl:22,km:[12,25],kmean:14,kmeanspoint:14,kn_k:14,know:[0,1,2,5,6,8,13,18,25,26,27],knowledg:[0,18,25],known:[1,3,4,5,6,7,8,9,12,19,20,22,24,26,27],kondev:[0,25],kp:22,kpca:11,kroneck:14,kuhn:8,kvalsund:[23,25],kwarg:2,kwown:[0,25],l0:7,l1:[0,1,3,7,25],l1_l2:[1,3],l1regl:5,l2:[1,3],l:[0,1,2,3,5,6,7,8,10,11,12,13,19,20,22,25,26],l_1:7,l_2:[7,13],l_:19,l_j:12,la:13,la_i:12,la_k:12,lab:[18,20,25],label:[0,1,2,3,4,5,6,7,8,9,10,12,13,14,18,19,20,22,25,26,27],labelencod:[7,10],labels:[6,8,9],labels_shuffl:[0,1,26],laboratori:[21,27],lack:[0,25],lagari:2,lagrang:[8,11],lambda:[0,1,2,3,5,6,7,8,10,12,13,17,20,22,25,26,27],lambda_0:11,lambda_1:[5,8,11,26],lambda_2:[8,11],lambda_:11,lambda_i:[8,11],lambda_iy_i:8,lambda_jy_iy_j:8,lambda_k:8,lambda_n:[5,8,26],lamda:1,land:[0,8],landmark:8,landscap:13,langl:[0,6,11,22,25,26],languag:[0,1,4,8,15,18,19,20,24,25],lapack:[19,25],laplac:[5,27],laptop:18,larg:[0,1,2,4,5,6,8,9,10,11,13,15,18,19,20,22,24,25,26],larger:[0,3,5,6,8,10,11,13,17,22,25,26,27],largest:[4,8,11],lasso:[0,7,18,25],lasso_sk:6,last:[0,1,2,3,4,5,6,7,8,10,12,13,14,17,19,20,22,23,25,27],latent:4,latent_dim:4,latent_point:4,latent_space_value_rang:4,later:[0,1,4,7,8,12,13,14,15,18,20,25],latest:[4,18],latest_checkpoint:4,latex:25,latter:[0,3,6,7,8,11,13,16,19,20,22,25,26,27],lattic:12,law:0,layer:[0,4,13,25],lbfg:[7,9,10,11],lcc:[5,6,27],lda:11,ldot:[0,6,11,20,25],le:[5,7,10,13,17,22,26,27],lead:[0,1,3,5,6,7,8,9,10,11,12,13,16,17,19,22,25,26,27],leaf:9,leaki:1,leakyrelu:4,lear:13,learn:[3,4,5,6,7,8,9,10,12,19,21,23,24],learnabl:3,learner:10,learnig:25,learning_r:[8,10],learning_rate_init:[0,1,25],learning_schedul:13,learnt:20,least:[0,2,7,8,10,11,15,16,17,18,19,22],leat:13,leav:[0,1,3,5,6,9,11,25,27],lectur:[0,1,5,10,11,12,13,15,17,18,19,20,21,23,24],lecturenot:[0,17,18,20,24,25],left:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,16,17,19,20,22,25,26,27],leftarrow:[8,12],legend:[0,2,3,4,5,6,7,8,9,10,13,25,26,27],len:[0,1,2,3,4,5,6,8,9,10,11,12,19,25,26,27],length:[0,1,2,3,4,8,9,13,16,18,25,26],length_of_sequ:4,leq:[0,5,7,8,13,14,22,25,26,27],less:[0,1,3,4,5,6,8,9,13,18,22,25,26,27],lessen:1,let:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,22,25,26,27],letter:[0,16,19,22,25,26],level:[0,1,5,6,9,18,19,20,21,23,25],li:[8,11],lib:[0,1,2,3,4,6,7,8,9,11,14,25,27],liblinear:[8,10],libmetal_plugin:[3,4,14],librari:[0,1,2,3,4,5,6,7,9,10,11,14,15,19,20,22,24,26,27],library_loc:[3,4,14],licens:[0,1,15,18,20,25],lie:[0,6,11,22,25,26],life:[0,1,8,12,25],lifetim:13,like:[0,1,2,3,4,5,6,7,9,10,11,12,13,15,16,18,19,20,22,25,26,27],likelihood:[0,1,5,9,25,26],lim_:22,lima:23,limit:[0,5,6,8,9,11,12,19,20,25,26],lin_clf:8,lin_model:0,lin_reg:9,linalg:[0,2,5,6,8,11,13,19,22,25,26,27],line1:8,line2:8,line3:8,line:[0,1,2,3,4,6,7,8,10,11,13,14,20,25,26,27],linear:[1,3,5,6,7,9,10,11,12,17,18,20,22],linear_model:[0,5,6,7,8,9,10,11,13,25,26,27],linear_regress:6,linearli:[5,26],linearloc:[6,13,20],linearregress:[0,6,7,9,25,26,27],linearsvc:8,lineat:27,liner:[1,3],linerar:10,linewidth:[0,2,4,6,8,9,10,20],link:[0,4,9,12,18,20,23,25],linlag:[5,27],linpack:[19,25],linreg:[0,25],linspac:[0,2,3,4,6,8,9,10,13,15,16,19,22,25,26,27],linu:4,linux:[0,1,15,18,20,25],liquid:[0,25],list:[0,1,2,3,4,7,9,18,20,25,26],listcomp:2,listedcolormap:[9,10],literatur:[1,7,14,24],littl:[1,3,9,12],live:8,ll:[0,22,25,26],lle:[0,26],lloyd:[4,14],lmb:[0,2,5,6,27],lmbd:[0,1,3,25],lmbd_val:[0,1,3,25],lmbda:13,ln:[1,13],load:[0,1,3,4,6,7,9,10,14,20],load_boston:0,load_breast_canc:[1,7,9,10,11],load_data:[3,4],load_digit:[1,3],load_iri:[8,9],load_librari:[3,4,14],load_pluggable_device_librari:[3,4,14],loc:[0,3,6,7,8,9,10,25],local:[0,1,2,3,7,12,13,26],locat:[2,3,8],log10:[0,5,6,27],log:[0,1,2,4,5,6,7,9,10,11,13,19,20,25,26,27],log_:[0,25],log_clf:10,logarithm:[0,5,7,19,25,27],logbook:20,logic:[0,1,9,25],logist:[0,1,2,8,9,10,11,12,13,18,26],logisticregress:[7,9,10,11],logit:7,logreg:[7,9,10,11],logspac:[0,1,3,5,6,25,27],longer:[2,3,8,10,14,19,22,25],loocv:6,look:[0,1,2,3,4,5,6,7,8,9,10,11,13,16,19,20,22,25,26,27],loop:[1,4,6,10,12,14,18,19,25],lose:1,loss:[0,1,3,4,5,6,7,8,10,11,13,19,20,25,27],loss_fil:4,lossfil:4,lost:4,lot:[0,1,4,6],low:[0,6,9,10,11,20,25,26],lower:[0,1,3,6,9,10,16,19,26],lowercas:[19,25],lowest:[9,13,22],lr:[1,3,4,10],lstat:0,lstm:4,lstm_2layer:4,lstsq:[0,25,26],lt:6,lu:[0,5,25,26],lubksb:19,luckili:2,ludcmp:19,lux:19,lvert:1,lw:[0,25],m:[0,1,2,3,5,6,8,9,10,11,12,13,19,21,22,23,24,25,26,27],m_1:14,m_:[9,12],m_h:[0,25],m_k:14,m_l:12,m_n:[0,25],m_p:[0,25],m_t:13,ma:11,machin:[1,3,4,5,6,7,9,10,11,12,15,19,21,24,26,27],machinelearn:[0,6,16,17,18,20,21,23,24,25],mackai:24,made:[0,1,3,4,5,6,7,9,11,12,20,25,26],mae:[0,25],magic:4,magnitud:[1,6,7,13,26,27],mai:[0,1,2,3,5,6,7,8,9,11,12,13,18,19,20,22,25,26,27],mail:[21,23],main:[0,1,3,4,5,6,7,9,19,20,24,26],mainli:[0,5,6,7,9,25,26,27],maintain:6,major:[1,6,9,10,13,19,25],make:[1,2,3,4,5,6,7,8,11,12,13,18,19,20,22,24,27],make_axes_locat:6,make_moon:[8,9,10],make_pipelin:[0,6,10,26],make_vjp:2,makedir:[0,6,7,9,25,26],makeplot:[0,25],malcondit:19,malign:[1,7,9],mammographi:[5,27],manag:[0,2,3,15,18,20,25],mandatori:[23,25],mani:[0,1,3,4,5,6,7,8,9,11,13,14,18,19,20,22,24,25,26,27],manifold:11,manner:3,manual:[6,26,27],map:[0,1,2,6,7,8,11,12,14,20,22,25],marc:26,margin:[0,5,8],marit:[0,25],mark:25,marker:[0,7,19,25],markov:[18,25],marsaglia:22,mass:[0,1,5,13,26],massag:[0,25],masses2016:[0,25],masses2016ol:[0,25],masses2016tre:0,masseval2016:[0,25],master:[6,16,20,21,23],mat1100:[18,25],mat1110:[18,25],mat1120:[18,25],mat:[18,25],match:[1,4,5,13,14,26],materi:[4,5,7,13,17,19,23],math:[3,7,12,13,19,22,24,25],mathbb:[0,4,5,6,7,8,11,12,13,14,17,19,20,22,25,26,27],mathbf:[0,5,6,7,8,13,19,20,25,26,27],mathcal:[1,5,6,7,13,20,27],matheemat:3,mathemat:[0,6,11,12,13,17,18,19,22,24,25,27],mathemati:25,mathmlbook:16,mathrm:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,17,20,22,25,26,27],matmul:[1,2,5,27],matnat:24,matplotlib:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,18,19,20,22,25,26,27],matric:[0,1,3,4,6,7,8,11,13,16,17,18,26],matrix:[0,2,3,4,6,7,8,10,13,15,16,17,20,22],matshow:1,matter:[2,3,13,26],max:[0,1,2,3,4,9,10,12,13,23,25],max_depth:[0,9,10],max_diff1:2,max_diff2:2,max_diff:2,max_it:[0,1,8,9,11,13,25],max_iter:14,max_leaf_nod:10,max_sampl:10,maxdegre:[0,6,10,26],maxdepth:10,maxim:[1,4,5,7,8,11,27],maximum:[0,1,2,3,5,7,8,9,10,13,14,25,26],maxpolydegre:[5,6,27],maxpooling2d:3,mbox:[5,6,20,26,27],mcculloch:12,md:[11,20],mdoel:4,mean:[1,2,3,4,5,6,7,9,10,11,12,13,14,15,16,17,18,19,20,22,25],mean_absolute_error:[0,25],mean_divisor:14,mean_i:22,mean_matrix:14,mean_squared_error:[0,4,6,7,10,25,26],mean_squared_log_error:[0,25],mean_vector:14,mean_x:22,meaning:[0,4,7,25],meansquarederror:[0,25],meant:[2,3,7,10,13],measur:[0,1,2,5,6,9,11,12,14,20,22,25,26,27],mechan:[0,4,22,25],median:[0,25,26],medicin:12,medium:[4,8,13],medv:0,meet:[0,23],mehta:[0,25,26,27],mek4270:[],memori:[3,4,11,12,13,19],mention:[0,12,13,20,22,25],mere:[0,15,25],meshgrid:[2,5,6,8,9,10,11,20,26],messag:[5,13],messi:2,met:[0,3,8,26],metadata:2,meteorolog:9,meter:[6,26,27],method:[0,1,2,3,4,5,7,8,11,12,14,16,17,18,19,22,24,26,27],metion:[6,20],metric:[0,1,3,6,7,9,10,14,15,16,25,26],metropoli:[18,25],mev:[0,22,25],mgd:13,mglearn:[18,25],mgrid:13,mhjensen:[1,2,3,4,6,8,9,11,14],mi:10,mia:[23,25],michael:[],michigan:[25,27],microsoft:24,mid:1,midel:4,midnight:[16,17],midpoint:9,might:[0,1,2,4,6,9,13,26,27],mild:9,millimet:[6,26,27],million:[0,25,26],mimic:12,min:[0,2,5,8,9],min_:[0,2,5,14,17,25,26,27],min_samples_leaf:9,mind:[0,6,13,20,25,26,27],mindboard:4,mine:[18,25],mini:[1,11,12,13],minibatch:[1,11,13],minibathc:13,miniforge3:[0,1,2,3,4,6,7,8,9,11,14,25,27],minim:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,17,20,26,27],minima:[0,1,7,13,25],minimum:[0,1,2,6,8,9,11,13,26],minmaxscal:[0,26],minor:22,minst:1,minu:7,mirjalili:25,mirror:9,misc:[6,20],misclassif:[8,9,10],misclassifi:[8,10],miser:0,mismatch:1,miss:[0,7,10],mistak:4,mit:24,mix:[1,2,25],mixtur:13,mk:[9,19],mkdir:[0,6,7,9,25,26],ml:[0,1,10,13,19,20,26],mlab:22,mlbook:25,mle:[5,7],mlp:1,mlpclassifi:1,mlpregressor:[0,25],mm:19,mml:26,mn:[12,22],mnist:[1,11],mod:22,mode:[21,23,25],model:[2,3,5,7,8,9,10,11,13,14,15,16,18,20,22,24,26,27],model_select:[0,1,3,5,6,7,9,10,11,25,26,27],moder:10,modern:[0,6,7,18,25],modif:[2,12,13],modifi:[0,1,3,5,7,8,10,12,13,25,26,27],modul:[0,9,11,19,25,27],modular:22,modulo:22,moe:[11,26],moment:[5,6,13,22,27],momentum:[],mondai:25,monitor:13,monoton:[5,12,22,27],mont:[0,6,18,22,24,25],moor:[5,6,27],more:[0,1,2,4,5,7,8,9,10,11,12,13,14,18,22],moreov:[0,3],morten:[23,25,26,27],most:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,18,20,22,25,26,27],mostli:[1,11],motion:[0,13],motiv:[1,4],move:[0,4,5,6,7,9,12,13,14,20,22,26,27],mpl:[0,7,25],mpl_toolkit:[2,6,13,20],mplot3d:[2,6,13,20],mplregressor:1,mse:[0,4,5,6,9,10,15,16,17,20,25,26,27],mse_simpletre:10,mselassopredict:[5,27],mselassotrain:[5,27],mseownridgepredict:[6,27],msepredict:[5,27],mseridgepredict:[0,5,6,27],msetrain:[5,27],msle:[0,25],mt:[7,12],mu0:22,mu1:22,mu2:22,mu:[0,6,11,13,22,25],mu_1:26,mu_:[6,22,26,27],mu_i:[6,26,27],mu_n:11,mu_x:22,much:[0,1,2,3,4,5,6,8,9,10,11,12,13,19,20,22,25,26,27],multi:[0,1,3,7,18,25],multiclass:[1,7],multidimension:[11,12,25],multilay:1,multinomi:7,multipl:[2,4,5,6,7,12,13,22,26],multipli:[3,5,6,11,13,19,22,26,27],multiplum:8,multivari:[0,2,10,11,18,22,25],multivariate_norm:[11,14],murphi:[11,24,25],must:[1,2,5,6,8,10,12,13,14,22,26],mutat:7,mutual:[1,3,6,13],mx_:22,myenv:[0,1,2,3,4,6,7,8,9,11,14,25,27],myriad:[0,15,18,25],mz1:22,mz2:22,n1:19,n2:19,n:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,15,16,17,19,20,22,25,26,27],n_0:[12,22],n_:[1,2,3,8,12,22],n_boostrap:[6,10],n_bootstrap:6,n_categori:[1,3],n_cluster:14,n_compon:11,n_epoch:13,n_estim:10,n_examples_to_gener:4,n_featur:1,n_filter:3,n_hidden:2,n_hidden_neuron:[0,1,25],n_i:22,n_input:[0,1,3,26],n_instanc:9,n_iter_i:[9,11],n_job:10,n_k:14,n_l:[12,22],n_layer:1,n_m:9,n_neuron:1,n_neurons_connect:3,n_neurons_layer1:1,n_neurons_layer2:1,n_point:14,n_sampl:[6,8,9,10,14],n_split:6,n_step:4,n_t:2,n_x:2,nabla:[1,13],nabla_:[2,13],nabla_w:13,nag:13,naimi:[0,25],naiv:7,naive_kmean:14,najafi:[23,25],name:[0,1,3,4,5,6,7,8,9,10,12,13,14,15,18,19,20,22,23,25,26,27],nameerror:10,namespac:[3,4,14],narrow:13,nary_f:2,nary_op_arg:2,nary_op_kwarg:2,nary_oper:2,nation:[1,5,27],nativ:[18,25],natur:[0,1,4,8,9,12,13,20,22,24,25],navier:12,nb:22,nb_:19,nbconvert:25,nbviewer:9,nd:14,ndarrai:[2,6],ne:[9,10,19,22,26],nearest:[1,3,6,11],nearli:13,neat:25,neccesari:6,necess:2,necessari:[0,1,3,4,8,14,25],necessarili:[0,4,11,22,25],necesserali:[5,27],neck:7,need:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,19,22,26,27],neg:[0,1,3,5,6,7,10,13,19,22,25,27],neg_mean_squared_error:6,neglect:22,neglig:22,neighbor:[3,6,11],neither:[4,13],neq:[13,14,22],nervou:12,nest:[2,9,12],nesterov:13,net:[2,4,12],netlib:[19,25],network:[0,9,13,18,24,26],networkd:[],neural:[0,13,18,24,26],neural_network:[0,1,2,25],neuralnetwork:1,neuron:[1,2,3,4,12],neutral:[0,25],neutron:[0,25],never:[1,4,6,9,22],new_box:2,new_chang:13,new_hobbit:25,new_root:2,new_trac:2,newaxi:[0,3,6,9],newli:[0,25],newton:[1,7,8,13,22],next:[0,1,2,3,4,5,6,7,8,9,13,14,25,26,27],next_guess:13,next_input:4,ng:1,ngini:9,ni:14,nice:[0,1,5,11,25,26,27],nielsen:[],niter:13,nitric:0,nlambda:[0,5,6,27],nlp:24,nm:22,nm_n:[0,25],nmse:6,nn:[2,5,6,12,19,27],nn_model:1,nnmin:2,node:[1,2,3,9,10,12],node_constructor:2,nois:[0,4,5,6,8,9,10,13,15,16,20,25,26,27],noise_dimens:4,noisi:[1,6,20],non:[0,1,3,5,6,7,9,10,11,12,13,14,19,22,25,26,27],noncommerci:[],none:[0,1,2,4,5,9,10,13,22,25,26,27],nonlinear:[3,6,8,9,11,12],nonneg:[6,9,13],nonparametr:6,nonsens:22,nonsingular:19,nonumb:[3,7,8,13,19],nor:[1,4,13],norm:[0,1,5,6,8,11,13,17,25,26,27],normal:[3,4,5,6,7,8,9,10,11,12,13,15,16,18,19,20,22,25,26,27],normali:[19,25],norwai:[6,20,25],notat:[0,2,5,6,13,14,22,25,26,27],note:[0,1,2,3,4,5,6,7,8,11,12,13,14,15,16,18,19,22,24,25],notebook:[0,1,3,9,15,18,20,25],notfounderror:[3,4,14],noth:[1,2,5,8,12,14,22,26,27],notic:[4,5,12,13,19,22,25,27],notimplementederror:2,notion:3,nov:[],novel:[3,6,10],novemb:[1,21,23,25],now:[0,2,4,5,6,7,8,10,11,12,14,15,16,17,18,19,20,22,25,26],nowadai:[0,1,3,9,18,25],nox:0,np:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,19,20,22,25,26,27],npr:2,nsampl:[6,9],nt:2,ntrained_model:[6,27],nu:22,nuclear:[5,26],nuclei:[0,22,25],nucleon:[0,25],nucleu:[0,25],num:4,num_coordin:2,num_hidden_neuron:2,num_it:2,num_neuron:2,num_neurons_hidden:2,num_point:2,num_tre:10,num_valu:2,number:[1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,21,23,25,27],numberid:7,numberparamet:3,numer:[0,5,6,9,10,11,12,13,17,18,19,24,25,26,27],numpi:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,20,22,26,27],numpy_vjp:2,numpy_wrapp:2,nunmpi:[5,26],nvalu:9,nx:2,nx_test:[6,27],nx_train:[6,27],nx_train_mean:[6,27],ny:22,ny_pr:[6,27],ny_train:[6,27],ny_train_mean:[6,27],o:[0,6,7,8,9,11,15,19,23,24,25],obei:[6,11,13,26,27],object:[0,1,2,4,6,8,10,19,25],obliqu:[5,26],observ:[0,1,3,5,6,7,8,9,10,11,12,13,14,22,27],obtain:[0,1,5,6,7,8,9,10,12,13,14,17,19,20,22,25,26,27],obviou:[5,6,11,22,26],obviouli:25,obvious:[0,4,5,6,19,25,27],oc:26,occupi:0,occur:[0,6,8,9,19,22,25],octob:[21,23,25],od:0,odd:[0,3,7,25,26],odenum:2,odesi:2,odin:25,oen:0,off:[1,3,4,5,9,13,22,27],offer:[6,11,18,19,21,23,25],offic:[23,25],offici:[21,25],often:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,16,18,19,20,22,25,26],ofter:[19,25],ol:[0,13,15,16,17,25,26],old:[1,5,10,13,27],ols_sk:6,ols_svd:6,olsbeta:[0,5,27],omega:[2,3,6],omega_0:3,omit:[0,5,25,26,27],onc:[1,6,9,11,13],one:[0,1,3,4,5,6,7,8,9,10,11,13,14,18,19,20,22,23,25,26,27],onehot:1,onehot_vector:1,onehotencod:9,ones:[0,2,5,6,8,9,10,11,13,19,20,25,26,27],ones_lik:4,ong:26,onl:3,onli:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,19,20,22,25,26,27],onlin:[11,21],onto:[5,11,26],open:[0,1,4,6,7,9,15,18,20,21,23,25],oper:[0,1,3,5,6,10,11,12,13,15,18,22,25,26,27],operation:22,oplu:22,opmiz:13,opportun:0,oppos:[6,13],opposit:[1,5,8,26],opt:[1,5,25,27],optim:[0,2,3,4,5,6,7,9,10,11,14,15,16,17,20,27],optimis:[1,3],option:[0,1,3,5,6,8,9,11,19,20,26,27],optmiz:[1,8,13,26],oral:25,orang:0,order:[0,1,2,3,5,6,7,8,9,10,11,12,15,16,19,20,22,25,26,27],ordinari:[0,2,3,7,11,13,15,16,17,18],oreilli:[24,25],org:[0,3,4,9,11,18,19,20,24,25,27],organ:[6,7,10,19],orient:[1,5,22,26,27],origin:[0,3,5,6,8,11,12,13,19,25,26],orthogn:[5,26],orthogon:[0,5,6,8,11,13,17,19,25,26,27],orthonorm:[5,26,27],os:[0,1,4,5,6,7,8,9,23,25,26,27],oscar:1,oscil:[3,13],oserror:[0,3,4,7,14],oslo:[0,15,18,20,21,23,25,26,27],osx:[0,15,18,20,25],other:[0,1,2,3,5,6,7,8,10,13,14,15,18,21,22,23,24,27],otherwis:[0,1,4,7,13,19,25],ouput:[5,7,12,27],our:[1,2,3,6,7,8,9,10,12,14,15,16,17,18,19,20,22,27],ourmodel:0,ourselv:[0,5,6,8,11,13,25,26,27],out:[0,1,2,4,5,6,7,8,9,10,11,12,13,16,18,19,20,22,25,26,27],out_fil:9,outcom:[0,7,9,10,12,22,26],outdoor:9,outer:[6,12,13],outfil:4,outgrad:2,outlier:[0,8,25,26],outlin:[6,10,11],outlook:9,outperform:10,output:[0,1,3,4,5,6,7,8,9,10,12,13,16,19,20,22,25,26,27],output_bia:1,output_bias_gradi:1,output_shap:4,output_weight:1,output_weights_gradi:1,outputlayer1:12,outputlayer2:12,outsid:4,over1:13,over:[0,1,3,4,5,6,9,10,12,13,19,20,25,26,27],overal:[1,10],overcast:9,overcom:[12,13],overdetermin:[0,25],overfit:[0,1,3,6,9,10,13],overflow:[1,5,27],overhead:12,overlap:[3,7,8,9],overlin:[0,5,6,9,10,11,14,19,25,26,27],overst:0,overtrain:4,overview:3,own:[4,5,6,8,12,13,18,19,20,27],owner:0,ownmsepredict:0,ownmsetrain:0,ownridgebeta:[0,6,27],ownypredictridg:0,ownytilderidg:0,oxid:0,p0:2,p1:2,p:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,17,19,22,25,26,27],p_:[2,4,8,9],p_hidden:2,p_i:[5,22,27],p_j:22,p_n:22,p_output:2,p_x:22,pack:[0,25],packag:[0,1,2,3,4,5,6,7,8,9,11,13,14,15,18,20,22,26,27],packtpub:25,packtpublish:25,pad:[3,4],page:[0,9,18,25,27],pai:[0,1,9,13],paid:[],pair:[0,2,3,9,18,22,25],panda:[0,4,5,6,7,9,11,15,18,20,27],panel:25,paper:1,paradigm:[0,25],parallel:[10,13,18,19,25],param:2,paramat:2,paramet:[0,1,2,3,4,5,6,7,8,9,10,12,13,16,17,20,22,27],parameter:[0,6,10,20,25,26],parametr:[0,6,15,16,25,26],paramt:[3,5,27],parent:2,parent_argnum:2,part:[0,1,3,5,6,10,17,19,21,22,23,25,27],partial:[0,1,5,6,7,8,10,11,12,13,16,22,25,26,27],particip:[18,21,23,25],particl:[0,4,13,22,25],particular:[0,1,2,3,5,6,9,10,11,12,13,16,20,22,24,25,26,27],particularli:[5,6,8,11,13,22,26],partit:[1,4,9],partli:[6,25],pass:[2,3,12,14],password:20,past:[10,22],patch:[6,22],path:[0,3,4,6,7,9,14,15,18,25,26],patient:7,patter:4,pattern:[0,3,4,12,21,24,25],pauli:[0,25],pc:[11,18],pca:[0,7,18,25,26],pd:[0,4,5,6,7,9,11,25,26,27],pde:2,pdf:[0,3,4,5,6,9,16,20,24,25,27],pedagog:[0,25,26],penal:[6,26,27],penalti:[6,13,20,26,27],penros:[5,6,27],pentagon:13,peopl:[0,1,9,13,18],per:[0,1,6,21,23,25],percentag:[0,10,11,23],perceptron:[0,1,7,25],peregrin:25,perfect:[0,1,13,25],perfectli:[4,6],perform:[0,2,3,4,5,6,8,10,11,12,13,14,15,16,17,18,19,20,22,25,26,27],performac:4,perhap:[0,5,13,25,26,27],perimet:[1,9],period:[1,4,22],permut:11,persist:13,person:[5,6,7,21,23,25,26,27],perspect:24,pertin:[12,25],petal:[8,9],peter:[24,26],phantom:22,phase:[6,12],phenomena:22,phi:8,phi_k:8,philosophi:13,phone:[23,25],photo:4,php:[],phrase:[0,25],physic:[0,1,4,7,12,13,22,23,24,25,26,27],physicist:[],pi:[2,3,5,6,7,9,12,13,22,27],pick:[1,9,10,11,13,14],pickl:1,pictur:[0,25],pie:[18,25],piec:[11,14],pillow:[0,15,18,20,25],pinv:[5,6,13,26,27],pip3:[0,1,15,20,25],pip:[0,1,15,18,20,25],pipelin:[0,6,8,10,26],pippin:25,pit:4,pitfal:[6,26,27],pitt:12,pixel:[1,3,4],pixel_height:[1,3],pixel_width:[1,3],place:[0,4,6,8,13,19,20,25],plai:[0,3,4,5,6,8,11,18,25,26,27],plain:[8,10,12,13,14],plan:[6,9,23,24,25],plane:[8,9],plateau:[5,27],platform:[18,25],plausibl:12,pleas:[9,11,13,20,23,25],plenti:1,plethora:[3,12],plot:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,19,20,22,25,26,27],plot_all_sc:[20,27],plot_confusion_matrix:[7,10],plot_count:6,plot_cumulative_gain:[7,10],plot_data:1,plot_dataset:8,plot_decision_boundari:[9,10],plot_import:10,plot_max:4,plot_min:4,plot_model:4,plot_numb:4,plot_predict:8,plot_regression_predict:9,plot_result:4,plot_roc:[7,10],plot_surfac:[2,6,13,20],plot_train:9,plot_tre:[9,10],plt:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,20,22,25,26,27],plu:[0,3,5,7,25,26,27],pluggabl:[3,4,14],plugin:[3,4,14],pm:8,pmatrix:2,pml:24,pn:3,png:[0,4,6,7,9,25,26],point:[0,1,2,3,5,6,7,8,9,10,11,13,14,15,16,17,19,20,22,23,25,26],point_1:4,point_2:4,poisson:[18,22,25],poli:[6,8],poly100_kernel_svm_clf:8,poly3:0,poly3_plot:0,poly_featur:[8,9],poly_features10:9,poly_fit10:9,poly_fit:9,poly_kernel_svm_clf:8,polydegre:[0,5,6,10,26,27],polygon:13,polym:12,polymi:20,polynomi:[0,5,6,7,8,9,10,11,15,16,17,20,25,26],polynomial_featur:6,polynomial_svm_clf:8,polynomialfeatur:[0,6,8,9,26],polytrop:[0,6,25],pool:3,pool_siz:3,poor:[1,13],poorli:[0,26],pop:2,popul:[0,5,25,26,27],popular:[0,1,3,6,7,8,9,11,12,15,18,19,20,22,26],popularli:[0,25],portabl:10,portion:[11,13],pose:[0,4,5,6,11,22,25],posit:[0,1,2,3,5,7,8,10,11,13,14,19,22,25,26,27],possibl:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,15,18,19,20,22,23,25,26,27],posterior:[5,27],postpon:[0,25,26],postscript:20,postul:[5,27],potenti:[0,3,5,6,12,13,25,26,27],pott:12,power:[0,1,5,6,8,9,12,13,25,26],pp:[5,6,27],practic:[0,5,6,7,8,20,22,26,27],practition:[0,1,3,25],pre:25,preced:[1,11,12,22],preceed:4,preceq:8,precis:[0,2,5,11,13,19,20,22,25,26,27],pred:6,predicit:0,predict:[0,1,5,6,7,8,9,10,15,16,18,20,24,25,26,27],predict_prob:1,predict_proba:[7,10],predictor:[0,5,6,7,9,10,11,25,26,27],prefer:[0,1,6,8,9,11,13,15,18,20,25],prepar:[0,6,19,20,25,26],preprocess:[0,4,6,7,8,9,10,11,20,27],prerequisit:0,prescript:20,presenc:13,present:[0,5,6,7,9,12,13,19,20,22,25,26,27],preserv:[3,11,19],press:[13,24],pretrain:[1,4],pretti:[0,4,8,9,15,18,20,25],prev_centroid:14,prevent:[13,22],previou:[0,1,2,3,4,5,6,8,10,11,12,13,19,20,22,26],previous:[2,3,9,10,22],price:[0,4,9,13],primal:8,primari:[0,7,25],prime:22,primit:2,princip:[0,5,7,18,25,26],principl:[0,6,7,8,14,25],print:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,19,22,25,26,27],print_funct:[8,9],printout:[0,25],prior:[0,5,6,25,27],privat:0,pro:[],prob:[1,22],probabilist:[0,24,25,26],probabl:[0,1,3,4,6,7,10,13,18,25,26],problem:[0,3,4,5,6,7,8,9,10,11,12,16,17,18,19,20,22],probml:24,proce:[0,5,6,7,8,9,10,11,13,19,25,26,27],procedur:[2,4,5,6,8,10,11,13,20,26,27],proceed:19,process:[0,2,4,6,9,10,12,13,15,18,19,20,22,24,25],prod:24,prod_:[1,5,7,27],produc:[0,3,4,5,6,9,10,11,12,13,18,19,20,22,25,26,27],product:[0,1,3,5,6,7,8,12,13,16,18,19,25,26,27],profess:[0,25],progag:[],program:[0,1,4,5,6,8,12,14,15,16,18,19,21,22,23,25,26],programm:19,progress:[1,4,14],prohibit:6,project1:[6,20],project:[0,1,2,3,5,11,13,17,18,21,23,26,27],project_root_dir:[0,6,7,9,25,26],projectwrit:20,promin:12,promis:8,promot:[23,25],prone:9,pronounc:[13,18,25],proof:[0,11,12,13,25],propag:[2,3,13],proper:[0,2,6,7,20],properli:[1,6,8,10,13,20],properti:[0,1,3,12,13,16,17,19,25],proport:[0,1,5,9,11,13,16,22,25,26],propos:[1,4,6,10,20,25],propto:[5,13,27],proton:[0,25],prove:[3,13],provid:[0,1,3,4,5,6,8,9,10,12,13,15,18,19,20,22,25,26,27],proxi:[1,13],prune:9,pseudo:[19,22],pseudocod:20,pseudoinv:[5,27],pseudoinvers:[5,6,27],pseudorandom:[6,22],psycholog:[0,25],pt:13,publish:[],punish:[0,1,25],pure:[3,9,22],purest:9,puriti:9,purpos:[0,3,10,12,14,25],put:1,py:[0,1,2,3,4,5,6,7,8,9,11,14,25,27],py_tf:[3,4,14],pycod:25,pydata:18,pydot:9,pyhton2:25,pylab:[0,7,25],pypi:18,pyplot:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,20,22,25,26,27],pythagora:[5,27],python2:[0,15,20,25],python3:[0,1,2,3,4,6,7,8,9,11,14,15,18,20,25,27],python:[1,2,3,4,5,6,8,11,12,13,14,16,20,22,26,27],pytorch:[0,18,20,25],q:[5,6,8,11,22,26],qp:8,qquad:[2,11,13,19],qr:[5,6,19,26],quad:[1,13,19],quadrat:[0,8,9,13,15,16,25],qualit:[4,9,20,22],qualiti:[0,9,15,16,18,25,26],quantifi:1,quantil:10,quantit:[0,6,9,20,25],quantiti:[0,2,5,6,7,9,10,11,12,14,16,19,22,25,26,27],quantum:[4,12,24,25],quartil:[0,26],quench:5,queri:9,question:[0,5,6,9,11,12,13,20,23,25,26,27],qugan:4,quick:[4,22],quickli:[1,3,9,11,13],quit:[1,5,6,9,10,12,26],quot:4,r2:[0,5,6,25,26,27],r2_score:[0,25],r2score:[0,25],r:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,26,27],r_1:9,r_2:9,r_j:9,r_m:9,rad:0,radial:[0,8,12],radioact:22,radiu:[0,1,9,26],rag:2,rain:9,rais:[0,2,3,4,7,14,27],ramp:1,ran0:22,ran1:22,ran2:22,ran3:22,rand:[0,4,5,6,9,10,13,15,16,19,25,26,27],randint:[6,9,13],randn:[0,1,2,5,6,9,11,13,15,16,25,26,27],random:[0,1,2,3,4,5,6,8,9,13,14,15,16,18,19,20,25,26,27],random_forest_model:10,random_index:13,random_indic:[1,3],random_st:[0,7,8,9,10,11],randomforestclassifi:10,randomli:[1,6,9,13,14],rang:[0,1,2,3,4,5,6,7,9,10,11,12,13,14,19,22,25,26,27],rangl:[0,6,11,22,25,26],rangle_x:22,rank:[5,26],rankdir:4,raphson:[1,8,13],rapidli:0,rare:[1,13,25],raschka:[25,26,27],rasckha:25,rate:[0,1,2,3,4,8,9,10,12,13],rather:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,19,22,25,26,27],ratio:[4,7,9,10,11],rational:[0,25],ravel:[5,6,7,8,9,10,11,13,19,26],raw:3,rbf:[8,11,12],rbf_kernel_svm_clf:8,rbf_pca:11,rc:[0,22],rc_temp:[0,7],rcond:[0,25,26],rcparam:[0,1,3,7,8,9,10,22,25],re:[2,4,13],reach:[1,4,5,6,9,10,11,12,13,14,27],read:[0,2,3,4,5,6,7,8,11,12,16,19,20,21,22,24,27],read_csv:[0,6,7,9,25],read_fwf:[0,25],reader:[0,6,19,22,25,26,27],readi:[0,1,5,6,8,10,11,12,19,20,25,27],readili:1,readthedoc:18,real:[0,1,2,4,7,10,11,12,19,26],real_loss:4,real_output:4,realist:8,realiti:22,realiz:[1,12],realli:[0,1,25],rearrang:13,reason:[0,1,3,4,10,13,24,25],reassign:1,recal:[5,6,9,10,11,12,19,22,25,26,27],recast:3,receiv:[1,3,10,12,22],recent:[0,2,3,4,6,7,10,13,14,20,24,25,27],recept:[3,12],receptive_field:3,recip:[0,6,7,19,20,25,26],reciproc:[5,27],recogn:[0,4,5,10,25,27],recognit:[0,1,3,12,21,24,25],recommen:25,recommend:[0,2,3,4,5,6,8,13,15,18,19,20,24,27],reconsid:9,reconstruct:11,record:[10,20,21,23,25],rectangl:[9,13],rectangular:[5,26],rectifi:[1,3,12],recur:[0,18,25],recurr:[0,1,18,25],recurs:[9,18,19,25],red:[0,3,4,6,8,9],redefin:[0,10,25,26],redefinit:27,reduc:[1,3,5,6,9,10,11,13,25,27],reduct:[0,10,11,18,22,25,26],refer:[0,1,2,3,5,6,9,11,12,13,14,19,24,25,26],referenc:2,refin:12,refit:6,reflect:[0,1,4,5,20,22,25],refresh:[18,25],refreshprogrammingskil:25,reg:[10,11],regard:[1,9,13],regardless:12,region:[3,4,6,9,12,20],regist:[6,20,22],reglasso:[5,27],regr_1:[0,9],regr_2:[0,9],regr_3:[0,9],regress:[1,8,11,12,15,16,18,19],regressor:[0,7,10,25],regridg:[0,5,6,27],regular:[0,3,4,5,6,7,9,13,17,23,25,26,27],regularis:6,reilli:[0,15,24,25],reinforc:[0,8,18,25],reiter:1,reject:7,rel:[0,4,6,7,9,12,13,22,25,26],relat:[0,1,3,4,5,11,13,14,19,22,25,27],relationship:[0,4,9,25],relativeerror:[0,25,26],releas:[1,18,25],relev:[0,1,5,7,11,15,18,20,22,25,27],reli:[0,6,8],reliabilti:20,reliabl:[7,22],relu:[3,4,25],remain:[1,2,4,6,12,19,22,26,27],remaind:22,reman:2,remark:1,rememb:[0,8,13,19,20,25],remind:[0,5,11,13,19,22,26,27],remov:[0,4,5,6,26,27],render:[0,9,25,26],reorder:[5,7,26,27],reorgan:[0,25],repeat:[0,1,3,4,5,6,9,10,11,13,14,19,20,22,25,27],repeated:25,repeatedli:[0,6,10,13],repet:3,repetit:[6,25,26],rephras:13,replac:[0,1,3,4,5,6,10,12,14,15,16,18,20,25,26,27],replica:6,repo:20,report:25,reportexampl:20,repositori:[0,4,20,25],repres:[0,1,2,3,4,5,6,7,8,9,10,12,13,22,25,26,27],represent:[0,1,3,6,9,22,25],representd:3,reproduc:[0,5,6,9,12,15,16,18,20,22,25,26],repuls:[0,25],request:[0,13],requir:[0,1,3,4,5,6,8,9,11,12,13,17,19,25,26,27],rerun:9,res1:2,res2:2,res3:2,res_analyt:2,res_analytical1:2,res_analytical2:2,res_analytical3:2,resaml:[6,20],resampl:[0,7,10,18,25,26],rescal:[0,11,12,26],rescu:[5,27],reseach:[6,20],research:[0,4,13,18,24,25],resembl:[6,22],reserv:[1,5,6,22,27],reshap:[0,1,2,3,4,6,8,9,10,15,16,19,25,26],residenti:0,residu:[0,5,13,25],resiz:[5,26],resourc:25,respect:[0,1,2,3,5,6,7,8,10,11,12,13,14,16,17,20,22,25,26,27],respond:12,respons:[0,7,9,12,25,26],rest:[0,5,26],restat:[0,12,25],restor:4,restored_discrimin:4,restored_gener:4,restrict:[0,3,9,12,25],result:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,25],retail:0,retain:[5,6,26],retriev:25,return_data:14,return_sequ:4,return_x_i:9,reus:[1,3,6,20],reveal:[0,12,25],revers:[1,19],review:[18,19],revisit:14,revolut:25,reward:[0,4,25],rewrit:[0,3,5,6,7,8,10,11,12,13,19,20,22,27],rewritten:[2,6,8,10,22],rewrot:13,rf:10,rgb:3,rgoj5yh7evk:18,rh:6,rho:[0,10,13,25],rho_1:10,rho_2:10,rho_m:10,rich:[0,25],ride:9,rideclass:9,ridedata:9,ridg:[7,11,13,18,25],ridge_sk:6,ridgebeta:[5,27],right:[0,1,2,3,5,6,7,8,9,10,12,13,14,16,17,19,20,22,25,26,27],right_sid:2,rightarrow:[0,1,5,6,8,11,12,13,22,25,26],rigor:[0,25],ring:6,rise:[0,25],risk:[0,13,15,16,25],rival:4,river:0,rlm:25,rm:[0,22],rmse:0,rmsporp:13,rmsprop:[1,3,4,13],rnd_clf:10,rng:22,rnn1:4,rnn2:4,rnn:[4,12],rnn_2layer:4,rnn_input:4,rnn_output:4,rnn_train:4,rntrick1:22,rntrick2:22,rntrick3:22,rntrick4:22,ro:[0,13,25],robert:[20,24],robust:[0,25],robustscal:[0,26],roc:[7,10],rod:[],role:[0,2,5,6,8,18,25,26,27],roll:6,room:[0,23,25],root:[0,5,9,13,22,26,27],rot:25,rotat:[1,8,9,10],rotation_matrix:9,roughli:[1,3],round:[0,7,9,13],routin:[13,19,25],row:[0,1,2,5,6,9,11,19,25,26,27],rr:[5,26],rrr:[5,26],rug:13,rule:[0,1,5,6,13,20,25,26,27],run:[0,1,2,4,5,6,8,9,11,13,15,18,20,25,26,27],runtim:[1,6,14],runtimewarn:[1,6],rust:[0,15,18,19,25],rvert:1,rvert_2:1,s:[0,1,2,3,4,5,6,7,9,11,12,13,16,17,18,19,20,22,25,26,27],s_1:6,s_:[3,6],s_i:[6,7],s_j:6,s_k:6,saddl:13,sai:[0,1,2,3,4,5,6,7,8,9,10,11,12,19,20,22,25,26,27],said:[6,9,13],sake:[0,5,7,11,25,26,27],sale:[0,25],sam:25,same:[0,1,2,3,4,5,6,8,9,11,12,14,17,19,20,22,25,26,27],samm:10,sampl:[0,1,2,3,4,5,6,7,8,9,10,13,14,15,16,18,19,20,22,25,26,27],sample_vari:14,sampleexptvari:22,samwis:25,sastri:11,satisfactori:[0,25],satisfi:[1,2,3,6,8,13,19,22],satur:[1,6],save:[0,4,6,7,9,13,25,26],save_fig:[0,6,7,9,10,25,26],savefig:[0,4,6,7,9,22,25,26],savetxt:4,saw:[5,26],scalabl:10,scalar:[2,5,6,10,26,27],scale:[0,1,3,5,6,7,8,9,10,11,12,13,15,16,17,18,19,20,23,25,27],scale_mean:4,scale_std:4,scaler:[0,7,8,9,10,11,20,26,27],scan:[5,7,27],scari:[5,27],scatter:[0,1,6,7,8,9,14,25,26,27],scenario:[6,13],schedul:[13,23],scheme:[1,13],schrage:22,scienc:[0,1,10,12,13,18,21,22,23,24],scientif:[0,15,18,20,25],scientist:[0,25],scikit:[3,5,6,8,9,10,13,18,19,20,21,24],scikit_learn:[0,16],scikitlearn:25,scikitplot:[7,10],scipi:[0,3,5,6,13,15,18,19,20,25,26,27],scl:6,score:[0,1,3,6,7,9,10,11,15,16,20,23,25,26],scores_kfold:6,scratch:[1,13],sdg:13,seaborn:[0,1,3,6,7,25],seamless:[0,15,18,20,25],search:[0,1,3,5,9,13,25,27],sebastian:25,sebastianraschka:25,sec:6,second:[0,2,3,4,5,6,7,8,9,11,12,14,15,16,18,19,20,22,23,25,26],secondeigvector:11,secondli:12,section:[4,11,16,17,19,20,22,26,27],sector:0,see:[0,1,2,3,4,5,6,7,8,10,11,12,13,15,16,17,18,19,20,22,25,26,27],seed:[0,1,2,3,4,5,6,8,9,11,13,14,15,16,20,22,25,26,27],seed_imag:4,seek:[1,2,8],seem:[1,3,4],seemingli:[0,25],seen:[0,1,3,5,10,12,17,22,25],segment:13,seismic:6,seldomli:[0,25],select:[1,5,6,8,9,10,11,17,20,21,22,23,24,25,26,27],self:[0,1,2,5,7,25,26,27],sell:4,semest:[7,21],semi:[8,13],semilogx:6,send:[5,12,13,23,25],senior:[21,23],sens:[0,4,6,8,20,25],sensibl:3,sensit:[0,5,6,9,13,25,26,27],sent:2,sentenc:[4,12],separ:[0,1,2,4,6,8,9,12,14,15,18,20,22,25],septemb:[17,20,25],sequenc:[2,3,4,7,9,10,12,13,18,19,22,25],sequenti:[1,3,4,10,12,22],seri:[0,1,2,3,4,5,6,10,11,12,13,19,25,26,27],serif:[0,7,22,25],serv:[0,1,2,3,5,7,13,20,24,25,26,27],servic:20,session:[1,20,21,23,25],set:[1,4,5,6,7,8,10,11,13,14,16,17,18,19,20,22,23,27],set_major_formatt:[6,20],set_major_loc:[6,20],set_tick:[1,6,8],set_ticklabel:[1,6],set_titl:[0,1,2,3,7,12,14,25],set_xlabel:[0,1,2,3,7,12,25],set_xlim:[7,12],set_xticklabel:1,set_ylabel:[0,1,2,3,7,25],set_ylim:[7,12],set_ytick:7,set_yticklabel:[1,6],set_zlim:[6,20],seth:4,setminu:6,setosa:[8,9],setosa_or_versicolor:8,setp:6,setup:[1,4,6,8,18,25,26],sever:[0,3,5,6,7,8,9,11,12,13,18,19,22,25,26,27],sgd:[1,3],sgd_clf:8,sgdclassifi:8,sgdreg:13,sgdregressor:13,sgn:[5,26,27],shallow:13,shape:[0,1,2,3,4,5,6,7,8,9,10,11,13,14,15,16,19,25,26,27],shape_bas:2,share:[1,3,25],she:7,shift:[1,6,12,22,27],ship:3,shire:25,shortcom:13,shorten:4,shorter:22,shorthand:25,shortli:[19,25],should:[0,2,3,5,6,8,9,11,12,15,16,19,20,22,25,26,27],show:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,19,20,22,25,26,27],show_shap:4,shown:[0,4,5,8,9,11,12,13,19,26],shrink:[3,5,6,8,11,20,26,27],shrinkag:[5,6,26,27],shrunk:11,shuffl:[0,1,4,6,13,26],side:[0,2,5,8,12,13,19,25,27],sigh:[18,25],sigma0:22,sigma1:22,sigma2:22,sigma:[0,1,5,6,7,10,11,12,13,17,19,20,22,25,26,27],sigma_0:[5,26,27],sigma_1:[5,26,27],sigma_2:[5,26,27],sigma_:[5,19,25,26,27],sigma_fn:[7,12],sigma_i:[0,5,25,26,27],sigma_j:[5,17,26,27],sigma_m:[6,22],sigma_n:[11,22],sigma_t:13,sigma_x:22,sigmoid:[1,2,4,7,8,10,12],sigmundson:[6,26,27],sign:[1,2,7,8,10,22,23],signal:[1,3,10,12],signifi:4,signific:1,significantli:[1,13,22],sigurd:25,sim:[4,5,6,13,20,22,27],similar:[0,1,2,3,4,5,6,7,8,9,10,11,14,17,18,19,20,25,27],similarli:[0,1,3,5,8,10,13,22,25,26,27],simpl:[1,2,3,5,6,7,8,10,11,12,14,15,16,17,18,19,20,22],simplepredict:10,simpler:[0,1,5,6,7,13,16,18,20,25,27],simplernn:4,simplest:[0,1,3,4,9,10,12,14,25],simpletre:10,simpli:[0,1,2,4,5,6,8,9,10,11,12,15,18,19,20,22,25,26,27],simplic:[2,5,6,7,8,9,10,11,12,14,26,27],simplicti:[5,26],simplifi:[0,6,9,15,18,20,25,26,27],simplist:[3,6,22],simul:6,simultan:6,sin:[0,1,2,3,4,9,12,13,19,25],sinc:[0,1,2,3,5,6,7,8,9,10,11,13,19,22,24,25,26,27],sine:[3,12],singl:[0,1,2,3,5,6,7,8,9,12,13,19,22,25,26,27],singular:[0,6,13,19,20,25,27],sinusoid:3,site:[0,1,2,3,4,6,7,8,9,11,14,20,21,25,27],situat:[0,4,5,7,13,22,25,26],six:[3,22],size:[0,1,2,3,4,5,6,8,9,10,11,13,19,20,22,25,27],sketch:10,ski:9,skill:0,skip:11,skl:[0,6,25,26,27],sklearn:[0,1,3,5,6,7,8,9,10,11,13,14,25,26,27],skplt:[7,10],sl:[6,27],slack:8,slice:[2,19,25],slide:[0,3,15,16,20,22,25,26],slight:[6,13],slightli:[1,2,3,5,6,7,10,22,26,27],slope:[8,11,12],slow:[0,2,8,13,26],slower:[5,19,25,26,27],slowest:19,slowli:12,slp:1,small:[0,1,2,3,5,6,8,9,10,11,12,13,18,19,20,22,25,26,27],smaller:[0,1,2,5,6,8,9,11,13,22,25,26,27],smallest:[0,4,14,15,16,25],smallest_row_index:14,smooth:[0,3,6,9,13,20,25],sn:[0,1,3,6,7,25],sne:11,sneak:25,so:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,18,19,20,22,23,25,26,27],soar:6,social:0,soft:[1,7,10,12],soften:8,softmax:[3,7],softwar:[0,8,15,18,19],sol:8,sole:[0,6,25],solid:[0,7],solut:[0,1,2,3,5,6,8,10,11,13,17,19,20,22,25,26,27],soluton:2,solv:[0,1,3,5,6,8,10,11,12,13,19,20,25,26],solve_expdec:2,solve_ode_deep_neural_network:2,solve_ode_neural_network:2,solve_pde_deep_neural_network:2,solveod:2,solveode_popul:2,solver:[2,7,8,9,10,11,19,25],some:[0,1,2,3,4,5,6,7,8,9,10,11,12,14,20,22,25,27],some_model:[6,26,27],somehow:4,someth:[0,1,3,4,7,9,11,20,22,25,26],sometim:[0,1,11,12,13,14,25,26],soon:[19,23,26],sophist:[0,25],sopt:13,sort:[5,6,9,11,22,26],sound:[3,5,27],sourc:[0,1,3,6,15,18,19,20,22,25],space:[0,1,4,5,8,9,11,12,13,14,22,26,27],span:[0,3,5,9,11,19,25,26],spare:1,spars:[3,6,19,25],sparse_mtx:[19,25],sparsecategoricalcrossentropi:3,sparsiti:10,spatial:[1,2,3,12],speak:22,special:[6,7,10,12,13,19,22,25,26,27],specif:[0,1,2,3,4,5,6,7,8,9,11,12,16,18,19,20,22,24,25,26,27],specifi:[0,3,5,6,7,9,11,13,14,20,22,25,27],specifici:[0,10,25],spectacular:3,spectral:1,speech:[0,1,3,4,12],speed:[1,2,4,13],spend:22,spent:20,sphere:[0,26],spin:6,spite:0,spline:8,split:[1,3,4,5,6,8,9,10,11,14,17,20,22,27],splite:0,splitter:[1,10],spontan:22,spot:3,spread:[0,11,22,25,26],springer:[20,24,25],spuriou:13,sqquar:27,sqrsignal:3,sqrt:[0,3,4,5,6,8,10,11,13,17,22,26,27],squar:[1,2,3,4,7,8,9,11,13,14,15,16,17,18,19,22],squarederror:10,squaredeuclidean:14,squash:12,srtm:[6,20],srtm_data_norway_1:[6,20],stabil:[5,20],stabl:[0,4,5,6,9,11,18,20,25,26,27],stack:[2,3,4],stage:[5,13,20],stai:[0,2,4,5,11,17,25,26],stand:[0,5,9,12,25,26,27],standadscal:26,standard:[0,1,4,5,6,7,8,10,12,15,16,17,19,20,22,25,27],standard_basi:2,standardscal:[0,6,7,8,9,10,11,26,27],stanford:13,start:[0,1,2,3,4,5,6,8,9,10,11,12,13,14,19,22,23,25,26],start_box:2,start_nod:2,start_tim:14,stat:6,state:[1,2,4,5,6,7,8,10,11,12,13,18,22,26,27],statement:[0,7,19,25],stationari:[],statist:[0,1,3,4,7,9,10,11,12,13,14,19,20,21,24,26],statu:[0,7,9,11,25],stavang:[6,20],std:[0,4,6,25,26],steep:13,step:[0,1,2,4,6,7,9,10,11,12,13,14,19,20,25],step_fn:[7,12],step_length:13,steps_list:9,stereo:3,still:[0,2,3,5,6,11,13,17,22],stimuli:12,stk2100:[24,25],stk3155:[15,20,21,23],stk4021:[24,25],stk4051:[24,25],stk4155:[21,23],stk5000:24,stk:[24,25],stochast:[0,1,5,6,8,11,12,15,16,20,25,27],stock:4,stoke:12,stone:[0,7,20],stop:[1,4,9,11,13,14],stopiter:[0,7],storag:[5,26],store:[0,1,2,3,6,11,13,20,22,25],storehaug:[23,25],str:[1,3,4],straight:[0,6,8,13,25],straightforward:[0,2,3,5,6,8,9,10,13,19,25,26,27],strategi:[0,1,9,25],stratifi:6,strength:[0,5,14,26],stretch:11,strict:[8,13],strictli:[8,13],stride:[4,19],strike:6,string:1,stroke:7,strong:[3,6,9,10,12,19,22],strongli:[0,8,18,19],stronli:0,structur:[0,1,2,3,6,9,10,12,18,25],stuck:[1,13],student:[0,20,21,23,24,25],studi:[0,3,4,5,6,7,8,11,12,13,17,18,20,24,25,26,27],studier:24,style:[0,7,9,19,25],sub:[9,12],subarg:2,subdivid:[0,19,25],subfield:0,subject:[6,8,22],submit:25,subplot:[0,1,3,4,6,7,8,9,10,14,25],subplots_adjust:[8,22],subprogram:[19,25],subract:[0,26],subroutin:[0,25],subscript:1,subsequ:[1,4,5,6,12,19,22,26],subset:[1,6,9,12,13,18,25],subspac:[0,8,11,26],substanti:[9,10],substep:11,substitut:[3,6,12,19],subsubset:9,subtask:6,subtl:1,subtract:[0,4,5,6,11,13,17,19,20,22,27],subtre:9,subval:2,succeed:[0,4,25],success:[3,7,9,13,22],successfulli:[4,9],sudo:[0,15,18,20,25],suffer:[0,1,2,5,10,25,26,27],suffici:[1,6,8,11,13],suggest:[1,13,20,24],suit:[8,12],suitabl:[0,22,26],sum:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,19,20,22,25,26,27],sum_:[0,1,2,3,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,22,25,26,27],sum_i:[0,2,5,6,8,13,17,20,26,27],sum_j:6,sum_ja_:0,sum_k:[6,8,12,19],sum_logist:13,sum_m:3,sum_n:3,sum_nx_:3,summar:[5,6,9,27],summari:[1,3,4,10,21,27],summat:[0,3,16,26],sunni:9,superconduct:27,superfici:3,superscript:[1,12],supervis:[0,5,6,7,9,12,18,25,26],supplement:[7,20],support:[0,1,9,10,11,13,18,25,26],suppos:[0,5,6,7,8,10,11,12,13,19,25,26,27],suppress:[5,8,13,27],sure:[0,1,4,6,20],surf:[6,20],surfac:[0,6,20,25],surpass:6,surpris:[0,25],surround:[3,18],survei:[0,5,6,25,26,27],svc:[8,9,10],svd:[0,6,11,17,25],svdinv:[5,27],svm:[8,9,10,11],svm_clf:[8,10],swath:[5,26],sy:13,symbol:[1,3,4,5,11,13,14,18,22,25,26,27],symmeteri:1,symmetr:[0,5,8,11,12,13,19,25,26],symmetri:[6,9],sympi:[0,15,18,20,25],synonim:22,syntax:[1,13],syntaxerror:[1,8],system:[0,1,3,4,6,7,9,10,12,13,15,18,19,20,25],systemat:[4,6],t0:[3,6,13],t1:[2,13],t2:2,t3:2,t:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,25],t_0:[2,9,13],t_1:13,t_2:[],t_:2,t_b:10,t_i:[1,2,5,12,26],t_j:12,t_k:9,tabl:[9,20,22,23,25],tabul:[0,25],tabular:25,tackl:4,tag:[2,3,4,5,6,7,12,13,14,19,22,26],taht:[0,25],tail:22,tailor:[2,8,11,25],taiwan:[0,25],take:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,16,18,19,22,25,26,27],taken:[0,1,3,6,10,13,19,25],tan:3,tangent:[1,4,12,13],tanh:[1,4,7,8,12],target:[0,1,2,3,4,5,6,7,8,9,10,11,12,25,26,27],target_iscomplex:2,target_meta:2,target_nam:9,target_shap:2,task:[0,1,3,6,9,11,12,14,20,25],tau:[3,5,22,27],taught:25,tax:0,taylor:[2,13],taylornr:13,tc:8,td:[1,6,25],teach:25,team:1,teaser:0,technic:[0,5,6,13,15,20,25,26],techniqu:[0,1,8,10,13,18,22,24,25,26],technolog:[0,1],tell:[0,4,6,10,11,13,22],temp1:1,temp2:1,temp:1,temperatur:[0,9,25],temporarili:1,ten:[3,17,25],tend:[3,5,6,8,9,10,12,13,14,26,27],tendenc:[0,25],tension:6,tensor:3,tensorflow:[0,2,4,8,14,15,18,19,20,21,24,25,26],term1:[5,6,11,20,26],term2:[5,6,11,20,26],term3:[5,6,11,20,26],term4:[5,6,11,20,26],term:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,20,22,25,26,27],termin:[0,4,5,9,10,13,15,25,26],terrain1:[6,20],terrain:[6,20],test:[3,4,5,6,7,8,9,10,13,17,19,20,22],test_acc:3,test_accuraci:[1,3],test_error:6,test_imag:[3,4],test_ind:6,test_input:4,test_label:[3,4],test_loss:3,test_pr:1,test_predict:1,test_rnn:4,test_scor:[7,10],test_siz:[0,1,3,5,6,10,25,26,27],test_split:9,tester:27,testerror:[0,6,26],testi:4,testpredict:4,testx:4,text:[0,1,2,4,5,8,9,11,13,15,19,22,24,26],textbook:[16,17,20,26],textual:9,textur:[1,9],tf:[1,3,4,13,14],tf_loadlibrari:[3,4,14],th:[0,1,2,5,6,7,9,12,13,14,15,16,19,20,22,25,26,27],than:[0,1,2,3,4,5,6,7,9,10,11,12,13,17,18,22,25,26,27],thank:[4,6,26,27],theano:[1,18,25],thei:[0,1,2,3,4,5,6,7,8,9,11,12,13,19,20,22,25,26,27],them:[0,1,3,4,6,8,9,10,11,12,13,19,20,25,26,27],theme:[0,25],themselv:[0,22,25],thenc:6,theorem:[2,6,7,26],theoret:[0,4,10,25],theori:[0,1,3,8,9,12,13,18,20,24,25,27],thereaft:[0,5,6,11,12,15,16,17,19,20,25],therebi:[0,5,7,11,25,26,27],therefor:[0,1,2,3,4,6,7,8,11,13,22,25,26],therein:11,thereof:[0,6,13,25],theta:[1,4,13,22],theta_:[1,13],theta_i:1,theta_linreg:13,theta_t:13,thi:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,19,20,21,22,24,26,27],thing:[0,1,2,4,5,7,9,22,25,27],think:[0,1,3,4,6,9,12,13,14,22,25],third:[0,3,6,13,23,25],thirti:7,thorughout:25,those:[0,3,5,6,8,9,10,11,19,20,21,25,26],though:[1,2,3,4,13,19,22],thought:[6,14,20,22],thousand:[0,1,20,26],three:[0,1,3,5,6,8,9,12,15,19,20,21,22,23,25,26,27],threshold:[1,3,9,10,11,12,13],through:[0,1,2,3,4,5,6,8,11,12,13,14,18,19,22,25,26,27],throughout:[0,4,5,14,18,19,22,25],thu:[0,1,2,5,6,7,8,10,11,12,13,20,23,25,26,27],thumb:[0,6,20,25,26],thursdai:[23,26],tibshirani:[6,20,21,24,25],tick:6,tick_param:6,ticker:[6,13,20,22],tif:[6,20],tight_layout:[1,7],tightli:11,tild:[0,5,6,7,11,15,16,17,20,22,25,26,27],till:[0,4,7,8,9,10,12,19,25,26,27],time:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,18,19,20,22,25,26,27],timeit:4,timer:4,tini:1,tip:3,titl:[0,1,2,3,4,6,7,8,9,10,13,20,22,25],tmp:13,tn:[2,3,7],to_categor:[1,3,4],to_categorical_numpi:1,to_numer:[0,6,25],todai:3,togeth:[0,3,6,8,11,13,18,25],toi:14,told:13,toler:[2,6,14],tolist:4,tomographi:12,too:[0,2,4,5,6,9,11,13,15,22,24,25,26],took:[8,25],tool:[0,1,3,6,13,18,26],toolbox:8,top:[0,3,5,6,9,10,18,25,27],topic:[0,5,6,7,8,18,20,26,27],topograph:20,topolog:[1,3,12],toposort:2,torkjellsdatt:[23,25],toss:[10,22],total:[0,1,2,3,4,6,7,8,9,10,11,12,13,14,15,16,19,22,23,25,26],total_loss:4,totalclustervari:14,totalscatt:14,toward:[1,2,7,12,13,20],town:0,tp:[4,7],tpng:9,tpu:[13,18,25],tqdm:6,tr:26,trace:2,trace_stack:2,traceback:[0,2,3,4,6,7,10,13,14,20,25,27],tracer:2,track:[3,13,14,19,26],tract:0,tractabl:[0,25,26],trade:[5,9,27],tradeoff:[0,5,20,25,26,27],tradit:[0,1,4,6,25],train:[2,3,5,6,8,9,10,11,12,13,17,20,27],train_accuraci:[0,1,3,25],train_dataset:4,train_end:[0,1,26],train_error:6,train_imag:[3,4],train_ind:6,train_label:[3,4],train_pr:1,train_siz:[0,1,3,26],train_step:4,train_test_split:[0,1,3,5,6,7,9,10,11,25,26,27],train_test_split_numpi:[0,1,26],trainable_vari:4,trained_model:[6,26,27],trainerror:[0,26],traini:4,training_checkpoint:4,training_dataset:4,training_gradi:13,trainingerror:6,trainpredict:4,trainscor:4,trainx:4,trait:[0,25],trajectori:4,transfer:9,transform:[0,5,6,7,8,9,10,11,12,13,18,19,25,26,27],transit:[6,12],translat:[1,4,6,10,25,26,27],translate_vjp:2,transpos:[1,5,11,19,26,27],travers:[0,5],treat:[0,1,3,6,12,13,22,25,26,27],tree:[0,1,6,18,20,25],tree_clf:[9,10],tree_clf_:9,tree_clf_sr:9,tree_reg1:9,tree_reg2:9,tree_reg:9,trend:22,treue:7,trevor:[20,24],tri:[2,3,4,9,13],triain:0,trial:[0,2,4,6,13,22,25],triangl:13,triangular:19,trick:[3,4,8,11,13,22],trickier:22,tridiagon:19,trigger:[0,7],trillion:18,trivial:[0,1,5,11,22,25,27],troubl:[0,8,12,26],truck:3,true_beta:[6,26,27],true_divid:1,true_fun:6,trust:9,tucker:8,tuesdai:[23,25],tumor:[7,9],tumour:7,tunabl:1,tune:[4,9,13,19,25],tupl:2,turbul:[],turn:[0,1,5,6,7,8,9,10,11,12,13,19,20,22,25,26],tutori:[1,4],tv:2,tveito:2,tweak:[1,4,10,22],twice:13,twist:11,two:[0,1,2,4,5,6,7,9,10,11,12,13,15,16,19,21,22,24,25,27],tx:13,tx_1:13,txt:4,ty:13,type:[0,1,3,6,8,10,13,16,19,20,22,26,27],typeerror:[2,6,13,20],typic:[0,1,2,3,4,5,7,9,10,12,13,22,25,26,27],typo:20,u:[0,2,5,6,8,10,11,12,17,19,25,26,27],u_:19,u_i:12,u_m:10,u_t:[],ua:[0,25],ubuntu:[0,15,18,20,25],uci:0,uio:[20,23,24],un:14,unabl:9,unari:[19,25],unary_f:2,unary_oper:2,unary_to_nari:2,unbalanc:[6,9],unbias:[0,5,6,25,27],unbroadcast:2,unbroadcast_f:2,uncent:[6,27],uncertainti:[0,5,25,27],uncertitud:22,unchang:[1,3],uncorrel:[10,22],undefin:[5,26],under:[0,1,5,6,10,13,15,16,18,20,25,26,27],underdetermin:[0,25],underfit:[1,6],underflowproblem:[5,27],undergo:[5,27],undergradu:[21,23],underli:[0,1,9,13,22,25],underset:[4,14],understand:[0,1,3,5,6,10,13,14,18,25,26,27],understood:[8,13],undesir:8,undetermin:[5,8,27],undo:4,unexpect:[6,13,20],unexpected:22,unfair:[6,26,27],unfortun:[1,8,9,10],unicode_liter:[8,9],uniform:[0,1,5,6,11,13,15,16,20,22,25,26],uniformli:[13,22],unifrompdf:22,unimport:13,union:[5,6,27],uniqu:[0,2,6,13,14,19,25],unique_cluster_label:14,unit:[0,1,3,4,5,10,12,22,25,26,27],unitari:[5,6,19,26],unitarili:[19,25],uniti:22,univari:22,univers:[0,1,2,13,15,18,20,21,23,25,26,27],unix:1,unknow:[0,19,25],unknown:[0,1,3,4,5,6,8,10,13,16,19,25,26,27],unknowwn:12,unlabel:1,unless:[0,3,6,11,13,20,25],unlik:[1,3,8,13],unnecessarili:9,unord:3,unravel:1,unrol:[3,11],unseen:[0,7,9],unstabl:1,unsupervis:[0,1,4,12,18,25],unsymmetr:[19,25],until:[1,2,4,9,12,13,14],untouch:0,unusu:12,up:[1,3,4,5,6,8,10,11,13,14,16,18,19,20,22,23,27],updat:[1,2,10,12,13,14],uploa:25,upload:[18,20,24],uploda:[],upon:[0,1,6,7,11,19,20],upper:[0,8,9,16,19,26],uppercas:[19,25],upsampl:4,upscal:4,url:[0,7,25,26],us:[4,5,6,8,9,10,11,12,14,15,16,17,19,21,22,24,27],usa:25,usag:[0,8,18,25,26],usd10000:0,usd:0,use_bia:4,usecol:[0,25],useless:1,user:[0,1,2,3,4,6,7,8,9,11,14,15,18,19,20,25,26,27],usernam:20,userwarn:6,usetex:22,usg:[6,20],usr:22,usual:[0,3,4,7,12,13,14,25],ut:[5,27],utf:[0,7],util:[1,3,4,6,7,10,14,25],ux:19,v0:22,v1:22,v2:22,v:[2,4,5,6,11,13,17,18,26,27],v_0:11,va:1,vahid:25,val:13,val_accuraci:3,val_loss:4,vale:2,valid:[0,1,4,7,9,10,13,18,22,25,26],validation_data:3,validation_split:4,valu:[0,1,2,3,4,6,7,8,9,10,12,13,14,15,16,18,19,20,25],valuat:9,valueerror:2,valy:4,van:[0,20,25,26,27],vandenbergh:[8,13],vandermond:[0,25],vanilla:[0,6,11,14,26,27],vanish:[1,4,13,22],var_x:22,varabl:8,varepsilon:[5,6,20,27],varepsilon_:[5,6,27],varepsilon_i:[5,6,27],vari:[0,1,3,5,6,10,15,16,25],variabl:[0,1,2,5,6,7,8,10,11,12,13,14,19,25,26,27],varianc:[0,1,5,7,9,10,11,13,14,18,19,22,25,26],variance_i:[5,11,26],variance_x:[5,11,26],variant:[0,1,6,8,12,13,25,26],variat:[3,4,11,25],varieti:[0,3,12,15,18,20,25],variou:[1,3,5,6,7,8,9,11,12,13,16,18,19,20,22,26,27],varydimens:4,vastli:3,vaue:1,vault:0,vdot:[2,13],ve:20,vec:6,vector:[0,1,2,3,4,5,6,7,9,10,11,13,14,16,17,18,27],vector_mean:14,veloc:[],ventur:[0,8,15,18,25],verbos:[1,3,4],veri:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,20,22,24,25,26,27],verifi:[3,11,19,25],versatil:[8,25],versicolor:[8,9],version:[0,3,10,13,14,15,18,19,20,22,25],versu:1,vert:[0,1,5,6,7,8,9,11,13,17,25,26,27],vert_1:[5,6,26,27],vert_2:[5,6,11,17,26,27],via:[0,5,6,7,8,9,10,11,12,15,18,19,20,21,22,23,25,26,27],vidal:11,video:[0,1,12,18,21,23,25,26,27],view:[1,3,5,6,12,13,22,24,25,27],violat:8,virginica:9,viridi:[0,1,2,3,25],virtual:1,viscos:13,viscou:13,visibledeprecationwarn:2,vision:[0,3],visual:[0,3,11,12,15,18,25,26],visualis:1,viz:[6,8,22],vjp:2,vjp_argnum:2,vjpfun:2,vjpmaker:2,vjpnode:2,vjps_dict:2,vmap:13,vmax:[1,6],vmin:[1,6],voic:3,volum:[0,3,25],vote:10,voting_clf:10,votingclassifi:10,votingsimpl:10,vs:[0,4,6],vspace:2,vstack:[5,11,19,22,25,26],vt:[5,26,27],w1:8,w2:[8,11],w3:8,w:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,19,22,25,26],w_1:[8,19],w_1x_1:8,w_1x_:8,w_2:[8,19],w_2x_2:8,w_2x_:8,w_3:19,w_4:19,w_:[1,12],w_hidden:2,w_i:[1,2,10],w_ix_i:12,w_j:19,w_m:19,w_output:2,w_px_:8,w_px_p:8,wa:[0,1,3,4,5,6,7,10,11,12,14,17,19,20,25,26,27],wai:[0,1,2,3,4,5,6,7,8,10,11,12,13,14,17,19,22,25,26,27],walk:9,walker:22,wang:[0,25],want:[0,1,2,3,4,5,6,8,9,10,11,12,13,14,15,16,17,18,20,22,25,26,27],warn:[1,4,8],warrant:6,wast:3,watch:18,wave:3,wavelet:8,we:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,26,27],weak:[9,10,14],weather:[1,12],web:[18,21,23,25],weblink:[],webpag:25,websit:[6,19,20,21,25],wedg:[8,22],wednesdai:[23,25],wee:11,week:[0,5,6,7,20,21,23],weekli:[16,18,20,23,24,25],weight:[0,1,2,3,6,7,9,10,12,13,20,22],weigth:2,welcom:[8,18],well:[0,1,2,3,4,5,6,7,8,9,10,12,13,15,16,18,19,20,22,24,25,26,27],went:8,were:[0,1,3,4,5,6,7,8,10,11,12,14,22,25,26],wessel:[0,20,25,26,27],what:[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,18,19,20,22],whatev:3,when:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,16,17,19,20,22,25,26,27],whenev:[13,22],where:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,22,23,25,26,27],wherea:[6,22],wherefrom:20,wherein:[1,12],whether:[0,3,5,7,9,20,22,25,27],which:[0,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,25,26,27],whichev:[1,3],white:9,whiteboard:27,who:[0,21],whole:[1,3,4,5,9,11,13,27],whose:[0,6,10,22,26],whow:[11,26],why:[0,1,3,6,13,20,27],wide:[0,1,3,6,7,12,15,18,19,20,25],widehat:6,width:[0,3,8,9,25],wieringen:[0,20,25,26,27],win:10,wind:9,wing:[23,25],winther:2,wiothout:[6,26],wiscons:7,wisconsin:10,wisdom:[6,27],wise:[0,1,5,12,13,26],wish:[0,2,5,7,8,11,13,14,19,20,25,26],with_std:[0,26],wither:6,within:[0,2,3,4,7,9,12,13,14,22,24,25],withinclust:14,without:[0,1,5,6,8,9,11,12,13,25,26,27],won:[0,25],wonder:8,word:[0,1,3,4,5,6,7,14,22,25,26,27],work:[0,1,4,6,7,8,9,13,15,18,20,21,22,23,25,26],workshop:25,world:[0,8,26],worldwid:[0,25],wors:[0,1,3,4,6,25],worst:9,worth:9,worthi:20,would:[0,1,3,5,6,7,8,9,10,11,12,13,19,20,22,25,26,27],wrap:[6,19,25],wrap_util:2,write:[0,1,2,3,5,6,7,8,12,13,15,16,17,19,25,26],written:[0,2,3,5,11,12,13,16,18,19,20,22,25,26,27],wrong:[1,8],wrongli:10,wrote:[5,11,26],wrt:[2,10,13],wth:[10,13],www:[18,19,20,24,25,27],wx_1:8,x0:8,x1:[4,8,9,10,13],x1_exampl:8,x1d:8,x2:[8,9,10,13],x2d:[8,11],x2d_train:11,x2dsl:11,x3:[8,9],x4:9,x:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,22,25],x_0:[0,5,11,19,25,26,27],x_1:[0,2,5,6,7,8,9,10,11,13,19,22,25,26,27],x_2:[0,2,5,6,7,8,9,10,11,13,19,22,25,26],x_3:[8,19,22],x_4:19,x_:[0,2,3,5,6,8,10,11,13,14,19,20,22,25,26,27],x_center:11,x_data:1,x_data_ful:1,x_hidden:2,x_i:[0,1,2,5,6,7,8,9,10,11,12,13,14,17,19,22,25,26,27],x_input:2,x_ix_:[0,25],x_iy_i:8,x_j:[0,2,8,9,12,16,22,26],x_jy_j:8,x_k:[12,14,19,22,26],x_l:22,x_m:[6,12,19,22],x_n:[0,2,3,6,8,11,12,13,19,22,25],x_new:[9,10],x_offset:[6,26,27],x_output:2,x_p:[3,7,9],x_poli:9,x_poly10:9,x_pred:4,x_prev:2,x_reduc:11,x_scale:8,x_small:13,x_test:[0,1,3,5,6,7,9,10,11,25,26,27],x_test_own:6,x_test_scal:[0,6,7,9,10,11,26,27],x_tot:4,x_train:[0,1,3,4,5,6,7,9,10,11,25,26,27],x_train_mean:[6,26,27],x_train_own:6,x_train_scal:[0,6,7,9,10,11,26,27],x_val:1,xarrai:[18,25],xavier:1,xbkjd4ccgq:25,xbnew:13,xcode:[0,15,18,20,25],xdclassiffierconfus:10,xdclassiffierroc:10,xg_clf:10,xgb:10,xgbclassifi:10,xgboost:9,xgboot:10,xgbregressor:10,xgparam:10,xgtree:10,xi:[8,13],xi_1:8,xi_:8,xi_i:8,xinv:27,xk:8,xla:[13,18,25],xlabel:[0,1,2,3,4,5,6,7,8,9,10,13,20,22,25,27],xlim:[6,10],xm:9,xmesh:13,xnew:[0,13,25],xp:22,xpanda:[0,26],xpd:[5,11,26],xplot:0,xs:9,xscale:[0,26],xsr:9,xt_x:13,xtest:6,xtick:[3,6,8,9],xtrain:6,xu:[0,25],xx:[0,19,25],xy:[0,6,8,19,20,25],xytext:8,xz:[19,25],y1:4,y2:4,y3:4,y:[0,1,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,19,20,22,25,26,27],y_0:[0,5,11,19,25,26,27],y_1:[0,5,8,9,11,13,19,25,26,27],y_1y_1:8,y_1y_1k:8,y_1y_2:8,y_1y_2k:8,y_1y_n:8,y_1y_nk:8,y_2:[0,5,8,9,11,19,25,26],y_2y_1:8,y_2y_1k:8,y_2y_2:8,y_2y_2k:8,y_3:[0,9,19],y_4:19,y_:[0,1,5,6,10,11,19,25,26,27],y_data:[0,1,5,6,25,26,27],y_data_ful:1,y_decis:8,y_fit:[0,26],y_i:[0,1,5,6,7,8,9,10,11,12,13,15,16,17,19,20,25,26,27],y_if_:10,y_ix_:[0,25],y_ix_i:[7,8,13,26],y_iy_jk:8,y_j:[6,8,12,20],y_k:12,y_m:19,y_model:[0,4,5,6,25,26,27],y_n:[8,13],y_ny_1:8,y_ny_1k:8,y_ny_2:8,y_ny_2k:8,y_ny_n:8,y_ny_nk:8,y_offset:[6,26,27],y_plot:9,y_pred1:9,y_pred2:9,y_pred:[0,1,4,6,7,8,9,10,26,27],y_pred_rf:10,y_pred_tre:10,y_proba:[7,10],y_scaler:[6,27],y_test:[0,1,3,4,5,6,7,9,10,11,25,26,27],y_test_onehot:1,y_test_predict:0,y_tot:4,y_train:[0,1,3,4,5,6,7,9,10,11,25,26,27],y_train_mean:[6,26,27],y_train_onehot:1,y_train_predict:0,y_train_scal:[6,27],y_val:1,yadav:[],ye:[3,6,7],year:[0,18,25],yet:[0,1,6,8,11,13,25],yi:13,yield:[0,2,5,6,7,8,10,12,13,14,19,22,25,27],yk:8,ylabel:[0,1,2,3,4,5,6,7,8,9,10,13,20,22,25,27],ylim:[3,6],ym:9,ymesh:13,yn:0,yo:[8,9,10],yoshua:[1,24],you:[0,1,2,3,4,5,6,8,9,10,11,13,15,16,17,18,19,20,22,23,24,25,26,27],young:0,your:[1,2,4,5,6,8,11,13,17,18,19,20,27],yourself:[11,13,25],youtub:18,ypred:6,ypredict2:13,ypredict:[0,13,25,26],ypredictlasso:[5,27],ypredictol:[0,5,27],ypredictown:[6,26,27],ypredictownridg:[6,27],ypredictridg:[0,5,6,27],ypredictskl:[6,26,27],yridg:25,ys:9,ytest:6,ytick:[3,6,8,9],ytild:[0,6,25,26],ytildelasso:[5,27],ytildenp:[0,25,26],ytildeol:[0,5,27],ytildeownridg:[6,27],ytilderidg:[5,6,27],ytrain:6,yuxi:25,yx:[19,25],yy:[19,25],yz:[19,25],z:[0,1,2,3,4,5,6,7,8,9,11,12,13,19,20,22,25,26],z_0:[19,25],z_1:[19,25],z_2:[19,25],z_:[1,2,12,19,25],z_c:1,z_h:1,z_hidden:2,z_i:[1,12],z_j:[1,12],z_k:[12,26],z_m:1,z_mod:9,z_o:1,z_output:2,zaman:22,zaxi:[6,20],zero:[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,17,19,20,22,25,26,27],zeros_lik:4,zeroth:26,zfill:4,zip:[2,4,6],zm_h:[0,25],zn:0,zone:0,zoom:25,zx:[19,25],zy:[19,25],zz:[19,25]},titles:["<span class=\"section-number\">3. </span>Linear Regression","<span class=\"section-number\">14. </span>Building a Feed Forward Neural Network","<span class=\"section-number\">15. </span>Solving Differential Equations with Deep Learning","<span class=\"section-number\">16. </span>Convolutional Neural Networks","<span class=\"section-number\">17. </span>Recurrent neural networks: Overarching view","<span class=\"section-number\">4. </span>Ridge and Lasso Regression","<span class=\"section-number\">5. </span>Resampling Methods","<span class=\"section-number\">6. </span>Logistic Regression","<span class=\"section-number\">8. </span>Support Vector Machines, overarching aims","<span class=\"section-number\">9. </span>Decision trees, overarching aims","<span class=\"section-number\">10. </span>Ensemble Methods: From a Single Tree to Many Trees and Extreme Boosting, Meet the Jungle of Methods","<span class=\"section-number\">11. </span>Basic ideas of the Principal Component Analysis (PCA)","<span class=\"section-number\">13. </span>Neural networks","<span class=\"section-number\">7. </span>Optimization, the central part of any Machine Learning algortithm","<span class=\"section-number\">12. </span>Clustering and Unsupervised Learning","Exercises week 34","Exercises week 35","Exercises week 36","Applied Data Analysis and Machine Learning","<span class=\"section-number\">2. </span>Linear Algebra, Handling of Arrays and more Python Features","Project 1 on Machine Learning, deadline October 7 (midnight), 2024","Teaching schedule with links to material","<span class=\"section-number\">1. </span>Elements of Probability Theory and Statistical Data Analysis","Teachers and Grading","Textbooks","Week 34: Introduction to the course, Logistics and Practicalities","Week 35: From Ordinary Linear Regression to Ridge and Lasso Regression","Week 36: Linear Regression and Statistical interpretations"],titleterms:{"1":[0,15,16,17,20,25,26],"17":[],"18":[],"2":[0,15,16,17,25,26,27],"2023":23,"2024":20,"26":26,"3":[0,15,16,25,26],"34":[15,25],"35":[16,26],"36":[17,27],"4":[0,26],"5":0,"7":20,"9":[],"case":[8,10,22,26,27],"do":[1,27],"final":[12,26,27],"function":[0,1,6,7,8,10,11,12,13,20,22,25,26,27],"import":[5,19,25,26,27],"new":[4,27],A:[0,1,4,8,9,25,27],And:[25,26,27],For:26,In:23,Ising:6,The:[0,1,2,3,5,6,7,8,9,11,12,17,18,25,26,27],To:[25,26],With:[4,27],about:[25,26],abov:27,activ:[1,12,27],ad:[0,6,17,20,25,26],adaboost:10,adagrad:13,adam:13,adapt:10,adjust:1,adversari:4,again:[3,9],ai:[20,25],aim:[8,9,17,25],aka:[25,26],algebra:[19,25],algorithm:[9,10,11,12,26],algortithm:13,all:8,altern:[],an:[0,4,10,25],analys:[5,26],analysi:[0,5,6,11,18,20,22,25,26,27],analyt:[0,16,17],analyz:[],ani:13,anoth:[9,27],appli:18,approach:[0,8,14,25],approxim:12,architectur:1,arrai:[19,25],assist:23,assumpt:27,august:26,autocorrel:22,autograd:[2,13],automat:13,b:[17,20],back:[1,11,12],background:[18,20],bag:10,base:13,basic:[0,5,7,9,10,11,19,26,27],batch:1,bay:[5,27],befor:11,beta:27,better:8,bia:[6,20],binari:1,bind:25,bird:10,boldsymbol:[26,27],boost:10,bootstrap:[6,10],boston:0,breast:1,brief:25,bring:12,build:[1,3,9],c:[20,25],calcul:26,can:25,cancer:[1,7,9,11],cart:9,center:26,central:[13,18,22],chain:12,chang:10,channel:25,chi:[0,25],choos:1,cifar01:3,classic:11,classif:[1,9,10],classifi:8,clip:1,cluster:14,cnn:3,code:[0,1,2,5,9,11,12,13,14,25,26,27],collect:[1,3],commun:25,compar:[2,10],comparison:27,complet:26,complex:[0,6,20,26],complic:6,compon:11,comput:9,computerlab:25,con:9,concept:22,condit:27,conjug:13,contn:25,convex:[8,13],convolut:[3,12],correctli:27,correl:[11,26],cost:[1,10,26,27],cours:[18,24,25],covari:[5,11,22,26],cover:25,critic:[],cross:[6,20],cython:25,d:20,data:[0,1,3,6,7,9,11,15,16,18,20,22,25,26,27],dataset:[1,3],deadlin:[20,25],decai:2,decemb:[],decis:[9,10],decomposit:[5,11,17,19,26],deep:[1,2,25],defin:[1,25],degre:[0,26],deliveri:20,dens:[0,25],deriv:[5,12,26,27],descent:[2,10,13],descript:20,design:26,detail:[3,25],develop:1,diagon:11,differ:8,differenti:[2,13],diffus:2,dimension:[2,3,8,20,26],disadvantag:9,discret:22,distribut:[5,22,27],doe:[26,27],domain:22,down:1,dropout:1,e:20,economi:26,electron:20,element:[0,22,25],elimin:19,energi:25,ensembl:10,entropi:9,environ:[0,15,25],equat:[0,2,12,25,26,27],error:[0,10,25,26],essenti:25,estim:27,etc:25,euler:2,evalu:1,exampl:[0,1,2,3,4,6,7,8,9,10,25,26,27],exercis:[0,6,15,16,17,25,26],expect:[22,27],experi:22,explor:[0,15,16,25],exponenti:2,express:[17,26],extrapol:4,extrem:[10,25],ey:10,f:20,fall:23,famili:[1,25,26],famou:19,fantast:26,featur:[9,19,26],feed:[1,12],fine:1,first:[4,12,25,26,27],fit:[0,10,25,27],fix:26,forc:3,forest:10,format:[20,25],forward:[1,2,12],fourier:3,frank:[6,20,26],freedom:[0,26],frequent:26,frequentist:[0,25],from:[5,10,12,26,27],full:2,further:[3,5,26],g:20,gan:4,gaussian:19,gd:13,gener:[4,9,25],geometr:11,gini:9,good:[0,25],grade:[23,25],gradient:[1,2,10,13],growth:2,ha:18,handl:[19,25,26],happen:27,hessian:26,hidden:2,hous:0,hyperparamet:1,hyperplan:8,i:1,id3:9,idea:11,ident:27,ii:25,iid:27,illustr:27,implement:1,implic:[5,26],improv:1,includ:13,increment:11,independ:27,index:9,inform:23,input:2,instal:[18,20,25],instructor:23,intercept:26,interpret:[5,11,25,26,27],introduc:[11,13,26],introduct:[0,6,18,19,20,25],invers:[5,19,27],invert:26,iter:10,its:26,jacobian:26,jax:13,julia:25,jungl:10,kera:[1,3],kernel:[8,11],lagrangian:8,lasso:[5,6,20,26,27],last:26,later:[5,26],layer:[1,2,3,12],learn:[0,1,2,11,13,14,15,16,18,20,25,26,27],least:[5,6,20,25,26,27],lectur:[25,26,27],level:10,librari:[18,25],likelihood:[7,27],limit:[1,13,22],linear:[0,8,13,19,25,26,27],link:[5,11,21,24,26,27],literatur:20,logist:[7,25],loss:26,lu:19,machin:[0,8,13,18,20,25],made:27,main:[22,25],make:[0,9,10,15,16,25,26],mani:[10,12],manipul:26,margin:27,mass:25,materi:[20,21,25,26,27],math:[5,26],mathemat:[3,5,8,26],matric:[5,19,25,27],matrix:[1,5,11,12,19,25,26,27],matter:[0,25],max:26,maximum:27,mean:[0,26,27],meet:[5,10,22,25,26],mercer:8,method:[6,9,10,13,20,25],midnight:20,min:26,minim:25,ml:25,mle:27,mlp:12,mnist:[3,4],model:[0,1,4,6,12,25],momentum:13,mondai:[26,27],moon:[8,9],more:[3,6,19,20,25,26,27],multilay:12,multipl:[1,3],multipli:8,need:[20,25],network:[1,2,3,4,7,12,25],neural:[1,2,3,4,7,12,25],non:8,normal:[0,1],notat:12,note:[20,26,27],novemb:[],now:[1,9,13,27],nuclear:[0,25],numba:25,number:[0,2,22,26],numer:[2,20,22],numpi:[19,25],object:3,obtain:11,octob:20,od:2,off:[6,20],ol:[5,6,20,27],one:[2,12],oper:19,optim:[1,8,13,18,25,26],order:13,ordinari:[5,6,20,25,26,27],organ:[0,25],oslo:24,other:[4,9,11,12,19,20,25,26],our:[0,4,5,11,13,25,26],outcom:[18,25],output:2,overarch:[0,4,8,9,17,25,26],overview:[10,25],own:[0,10,11,15,16,25,26],packag:[19,25],panda:[25,26],paper:20,paramet:[25,26],part:[13,18,20,26],partial:2,pass:1,path:[],pca:11,pdf:22,pencil:20,perceptron:12,perform:[1,9],period:3,perspect:1,plan:[26,27],point:4,poisson:2,polynomi:[3,27],popul:2,popular:25,practic:[13,23,25],pre:[1,3],preambl:20,predict:4,preprocess:26,prerequisit:[3,18,25],princip:11,principl:3,pro:9,probabl:[5,22,27],problem:[1,2,13,25,26,27],procedur:[9,25],process:[1,3],program:[2,13,20],project:[6,20,25],prop:13,propag:[1,12],properti:[5,22,26],python:[0,9,15,18,19,25],quick:8,r:25,random:[10,11,22],read:[9,25,26],real:[6,20,25],recommend:[25,26],rectangular:27,recurr:[4,12],reduc:[0,26],reduct:3,refer:20,reformul:2,regress:[0,5,6,7,9,10,13,17,20,25,26,27],regular:1,relat:26,relev:[24,26],relu:1,remark:3,remind:[6,8,25],repeat:26,replac:13,report:20,requir:[2,18],resampl:[6,20],rescal:[6,27],residu:26,resourc:2,result:[26,27],revisit:13,rewrit:[25,26],rgeress:[],ridg:[0,5,6,17,20,26,27],rm:13,rule:12,s:[8,10],same:13,sampl:11,scale:26,schedul:[21,25],schemat:9,scheme:2,scienc:25,scikit:[0,1,11,15,16,25,26,27],second:13,semest:23,septemb:27,session:[26,27],set:[0,2,3,9,12,15,25,26],sgd:13,should:1,similar:13,simpl:[0,4,9,13,25,26,27],singl:10,singular:[5,11,17,26],size:26,soft:8,softmax:1,softwar:[20,25],solv:[2,27],solver:13,some:[13,19,26],specifi:2,split:[0,15,16,25,26],squar:[0,5,6,10,20,25,26,27],standard:[13,26],state:[0,25],statist:[5,6,18,22,25,27],steepest:[10,13],step:[],still:26,stochast:[13,22],strongli:25,structur:[],subtract:26,suggest:25,summari:[23,25],superposit:3,supervis:1,support:8,svd:[5,26,27],systemat:3,t:[26,27],teach:[21,23],teacher:[23,25],technic:27,techniqu:[6,11,20],technolog:18,tensorflow:[1,3],tent:25,test:[0,1,15,16,25,26,27],text:25,textbook:[24,25],theorem:[5,8,11,12,22,27],theori:22,thi:[17,25],think:26,tip:13,togeth:12,tool:[20,25],top:1,topic:25,toward:11,trade:[6,20],tradeoff:6,train:[0,1,4,15,16,25,26],transform:3,tree:[9,10],tuesdai:27,tune:1,two:[3,8,18,20,26],type:[2,4,12,25],uio:25,univers:[12,24],unsupervis:14,up:[0,2,9,12,15,25,26],us:[0,1,2,3,7,13,18,20,25,26],usag:27,valid:[6,20],valu:[5,11,17,22,26,27],variabl:22,varianc:[6,20,27],variou:[0,15,25],vector:[8,12,19,25,26],view:[0,4,10,26],visual:[1,9],vs:3,wai:9,wave:2,we:25,wednesdai:27,week:[15,16,17,25,26,27],weekli:21,what:[0,25,26,27],which:1,why:[25,26],wisconsin:7,wrap:26,write:[4,11,20,27],x:[26,27],xgboost:10,yet:27,your:[0,10,15,16,25,26],yourself:[]}})
Reference in New Issue View Git Blame Copy Permalink