\contentsline {section}{\numberline {1}Problems}{2}{section.1}% \contentsline {subsection}{\numberline {1.1}Appetisers}{2}{subsection.1.1}% \contentsline {subsection}{\numberline {1.2}Main Course}{4}{subsection.1.2}% \contentsline {subsubsection}{\numberline {1.2.1}Matrix Calculus}{4}{subsubsection.1.2.1}% \contentsline {subsubsection}{\numberline {1.2.2}Statistics}{7}{subsubsection.1.2.2}% \contentsline {subsubsection}{\numberline {1.2.3}Non-linearities}{7}{subsubsection.1.2.3}% \contentsline {section}{\numberline {2}Grade Table}{9}{section.2}% \contentsline {section}{\numberline {3}References}{9}{section.3}%