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s:["Project 1 on Machine Learning, deadline October 7 (midnight), 2024","<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","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 Rgeression and Statistical interpretations"],titleterms:{"1":[0,1,16,17,18,25,26],"17":[],"18":[],"2":[1,16,17,18,25,26,27],"2023":23,"2024":0,"26":26,"3":[1,16,17,25,26],"34":[16,25],"35":[17,26],"36":[18,27],"4":[1,26],"5":1,"7":0,"9":[],"case":[9,11,22,26,27],"do":[2,27],"final":[13,26,27],"function":[0,1,2,7,8,9,11,12,13,14,22,25,26,27],"import":[6,20,25,26,27],"new":[5,27],A:[1,2,5,9,10,25,27],And:[25,26,27],For:26,In:23,Ising:7,The:[1,2,3,4,6,7,8,9,10,12,13,18,19,25,26,27],To:[25,26],With:[5,27],about:[25,26],abov:27,activ:[2,13,27],ad:[0,1,7,18,25,26],adaboost:11,adagrad:14,adam:14,adapt:11,adjust:2,adversari:5,again:[4,10],ai:[0,25],aim:[9,10,18,25],aka:[25,26],algebra:[20,25],algorithm:[10,11,12,13,26],algortithm:14,all:9,altern:[],an:[1,5,11,25],analys:[6,26],analysi:[0,1,6,7,12,19,22,25,26,27],analyt:[1,17,18],analyz:[],ani:14,anoth:[10,27],appli:19,approach:[1,9,15,25],approxim:13,architectur:2,arrai:[20,25],assist:23,assumpt:27,august:26,autocorrel:22,autograd:[3,14],automat:14,b:[0,18],back:[2,12,13],background:[0,19],bag:11,base:14,basic:[1,6,8,10,11,12,20,26,27],batch:2,bay:[6,27],befor:12,beta:27,better:9,bia:[0,7],binari:2,bind:25,bird:11,boldsymbol:[26,27],boost:11,bootstrap:[7,11],boston:1,breast:2,brief:25,bring:13,build:[2,4,10],c:[0,25],calcul:26,can:25,cancer:[2,8,10,12],cart:10,center:26,central:[14,19,22],chain:13,chang:11,channel:25,chi:[1,25],choos:2,cifar01:4,classic:12,classif:[2,10,11],classifi:9,clip:2,cluster:15,cnn:4,code:[1,2,3,6,10,12,13,14,15,25,26,27],collect:[2,4],commun:25,compar:[3,11],comparison:27,complet:26,complex:[0,1,7,26],complic:7,compon:12,comput:10,computerlab:25,con:10,concept:22,condit:27,conjug:14,contn:25,convex:[9,14],convolut:[4,13],correctli:27,correl:[12,26],cost:[2,11,26,27],cours:[19,24,25],covari:[6,12,22,26],cover:25,critic:[],cross:[0,7],cython:25,d:0,data:[0,1,2,4,7,8,10,12,16,17,19,22,25,26,27],dataset:[2,4],deadlin:[0,25],decai:3,decemb:[],decis:[10,11],decomposit:[6,12,18,20,26],deep:[2,3,25],defin:[2,25],degre:[1,26],deliveri:0,dens:[1,25],deriv:[6,13,26,27],descent:[3,11,14],descript:0,design:26,detail:[4,25],develop:2,diagon:12,differ:9,differenti:[3,14],diffus:3,dimension:[0,3,4,9,26],disadvantag:10,discret:22,distribut:[6,22,27],doe:[26,27],domain:22,down:2,dropout:2,e:0,economi:26,electron:0,element:[1,22,25],elimin:20,energi:25,ensembl:11,entropi:10,environ:[1,16,25],equat:[1,3,13,25,26,27],error:[1,11,25,26],essenti:25,estim:27,etc:25,euler:3,evalu:2,exampl:[1,2,3,4,5,7,8,9,10,11,25,26,27],exercis:[1,7,16,17,18,25,26],expect:[22,27],experi:22,explor:[1,16,17,25],exponenti:3,express:[18,26],extrapol:5,extrem:[11,25],ey:11,f:0,fall:23,famili:[2,25,26],famou:20,fantast:26,featur:[10,20,26],feed:[2,13],fine:2,first:[5,13,25,26,27],fit:[1,11,25,27],fix:26,forc:4,forest:11,format:[0,25],forward:[2,3,13],fourier:4,frank:[0,7,26],freedom:[1,26],frequent:26,frequentist:[1,25],from:[6,11,13,26,27],full:3,further:[4,6,26],g:0,gan:5,gaussian:20,gd:14,gener:[5,10,25],geometr:12,gini:10,good:[1,25],grade:[23,25],gradient:[2,3,11,14],growth:3,ha:19,handl:[20,25,26],happen:27,hessian:26,hidden:3,hous:1,hyperparamet:2,hyperplan:9,i:2,id3:10,idea:12,ident:27,ii:25,iid:27,illustr:27,implement:2,implic:[6,26],improv:2,includ:14,increment:12,independ:27,index:10,inform:23,input:3,instal:[0,19,25],instructor:23,intercept:26,interpret:[6,12,25,26,27],introduc:[12,14,26],introduct:[0,1,7,19,20,25],invers:[6,20,27],invert:26,iter:11,its:26,jacobian:26,jax:14,julia:25,jungl:11,kera:[2,4],kernel:[9,12],lagrangian:9,lasso:[0,6,7,26,27],last:26,later:[6,26],layer:[2,3,4,13],learn:[0,1,2,3,12,14,15,16,17,19,25,26,27],least:[0,6,7,25,26,27],lectur:[25,26,27],level:11,librari:[19,25],likelihood:[8,27],limit:[2,14,22],linear:[1,9,14,20,25,26,27],link:[6,12,21,24,26,27],literatur:0,logist:[8,25],loss:26,lu:20,machin:[0,1,9,14,19,25],made:27,main:[22,25],make:[1,10,11,16,17,25,26],mani:[11,13],manipul:26,margin:27,mass:25,materi:[0,21,25,26,27],math:[6,26],mathemat:[4,6,9,26],matric:[6,20,25,27],matrix:[2,6,12,13,20,25,26,27],matter:[1,25],max:26,maximum:27,mean:[1,26,27],meet:[6,11,22,25,26],mercer:9,method:[0,7,10,11,14,25],midnight:0,min:26,minim:25,ml:25,mle:27,mlp:13,mnist:[4,5],model:[1,2,5,7,13,25],momentum:14,mondai:[26,27],moon:[9,10],more:[0,4,7,20,25,26,27],multilay:13,multipl:[2,4],multipli:9,need:[0,25],network:[2,3,4,5,8,13,25],neural:[2,3,4,5,8,13,25],non:9,normal:[1,2],notat:13,note:[0,26,27],novemb:[],now:[2,10,14,27],nuclear:[1,25],numba:25,number:[1,3,22,26],numer:[0,3,22],numpi:[20,25],object:4,obtain:12,octob:0,od:3,off:[0,7],ol:[0,6,7,27],one:[3,13],oper:20,optim:[2,9,14,19,25,26],order:14,ordinari:[0,6,7,25,26,27],organ:[1,25],oslo:24,other:[0,5,10,12,13,20,25,26],our:[1,5,6,12,14,25,26],outcom:[19,25],output:3,overarch:[1,5,9,10,18,25,26],overview:[11,25],own:[1,11,12,16,17,25,26],packag:[20,25],panda:[25,26],paper:0,paramet:[25,26],part:[0,14,19,26],partial:3,pass:2,path:[],pca:12,pdf:22,pencil:0,perceptron:13,perform:[2,10],period:4,perspect:2,plan:[26,27],point:5,poi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