\relax \providecommand\hyper@newdestlabel[2]{} \providecommand\HyperFirstAtBeginDocument{\AtBeginDocument} \HyperFirstAtBeginDocument{\ifx\hyper@anchor\@undefined \global\let\oldcontentsline\contentsline \gdef\contentsline#1#2#3#4{\oldcontentsline{#1}{#2}{#3}} \global\let\oldnewlabel\newlabel \gdef\newlabel#1#2{\newlabelxx{#1}#2} \gdef\newlabelxx#1#2#3#4#5#6{\oldnewlabel{#1}{{#2}{#3}}} \AtEndDocument{\ifx\hyper@anchor\@undefined \let\contentsline\oldcontentsline \let\newlabel\oldnewlabel \fi} \fi} \global\let\hyper@last\relax \gdef\HyperFirstAtBeginDocument#1{#1} \providecommand\HyField@AuxAddToFields[1]{} \providecommand\HyField@AuxAddToCoFields[2]{} \@writefile{toc}{\contentsline {paragraph}{Part a): Ordinary Least Square (OLS) on the Franke function.}{3}{section*.2}} \@writefile{toc}{\contentsline {paragraph}{Part b): Bias-variance trade-off and resamplng techniques.}{4}{section*.3}} \@writefile{toc}{\contentsline {paragraph}{Part c) Cross-validation as resampling techniques, adding more complexity.}{5}{section*.4}} \@writefile{toc}{\contentsline {paragraph}{Part d): Ridge Regression on the Franke function with resampling.}{5}{section*.5}} \@writefile{toc}{\contentsline {paragraph}{Part e): Lasso Regression on the Franke function with resampling.}{5}{section*.6}} \@writefile{toc}{\contentsline {paragraph}{Part f): Introducing real data and preparing the data analysis.}{5}{section*.7}} \@writefile{toc}{\contentsline {paragraph}{Part g) OLS, Ridge and Lasso regression with resampling.}{6}{section*.8}}