\relax \@writefile{toc}{\contentsline {section}{\numberline {1}Representer Theorem}{1}} \newlabel{eqn:RepresenterThrm}{{1}{1}} \@writefile{toc}{\contentsline {section}{\numberline {2}Loss functions}{1}} \@writefile{toc}{\contentsline {section}{\numberline {3}Support Vector Machines}{1}} \newlabel{eqn:svmPrimal}{{2}{1}} \@writefile{lof}{\contentsline {figure}{\numberline {1}{\ignorespaces Various loss objectives as a function of the margin. What is the corresponding machine learning algorithm for each loss?}}{2}} \newlabel{eqn:svmPrimal_1}{{3}{2}} \@writefile{toc}{\contentsline {section}{\numberline {4}Regularized Least Squares Classification}{2}} \newlabel{eqn:RLSPrimal}{{4}{2}} \newlabel{eqn:RLSDual}{{5}{2}} \@writefile{toc}{\contentsline {section}{\numberline {5}Regularized Logistic Regression}{3}} \newlabel{eqn:labelProbLogReg}{{6}{3}} \newlabel{eqn:RLRPrimal}{{7}{3}} \newlabel{eqn:RLRDual}{{8}{3}} \@writefile{toc}{\contentsline {section}{\numberline {6}Dual perceptron}{3}} \@writefile{toc}{\contentsline {subsubsection}{\numberline {6.0.1}Duality intuition (without representer theorem)}{3}} \bibstyle{abbrv} \bibdata{../../bibtex/ir,../../bibtex/aslam,../../bibtex/query_local,../../bibtex/learning,../../bibtex/other,../../bibtex/math,bibtex/local,bibtex/1mq} \@writefile{toc}{\contentsline {subsubsection}{\numberline {6.0.2}HW Questions}{4}}