\makeatother
%	\author{Mitesh M. Khapra}
\title{Module 9}
\subtitle{(Need for) Sanity}
\author{}
\institute{}
\date{}
%\institute{Department of Computer Science and Engineering\\ Indian Institute of Technology Madras}
%\titlegraphic{\includegraphics[height=1cm,width=2cm]{images/iitm_logo.png}}
%\titlegraphicii{\includegraphics[height=1cm,width=2cm]{logo2}}
\renewcommand{\thefootnote}{\roman{footnote}}
\begin{frame}
	\myheading{Chapter 9: (Need for) Sanity}
\end{frame}
\begin{frame}
	\begin{columns}
		\column{0.55\textwidth}
		\begin{overlayarea}{\textwidth}{\textheight}
			\footnotesize{
				\justify
				\myheading{The Paradox of Deep Learning}
				Why does deep learning work so well despite
				\begin{itemize}
					\item<2-> {high capacity (susceptible to overfitting)}
					\item<3-> {numerical instability (vanishing/exploding gradients)}
					\item<4-> {sharp minima (leading to overfitting)}
					\item<5-> {non-robustness (see figure)}
				\end{itemize}
				~\\
				\only<6->{No clear answers yet but ...}
				\begin{itemize} \justifying
					\item<7->{Slowly but steadily there is increasing emphasis on explainability and theoretical justifications!$^*$ \footnotetext{$^*$\url{https://arxiv.org/pdf/1710.05468.pdf}}}
					\item<8->{ Hopefully this will bring sanity to the proceedings !}
				\end{itemize}}
		\end{overlayarea}
		\column{0.45\textwidth}
		\begin{overlayarea}{\textwidth}{\textheight}
			\begin{figure}
				\centering
				\vspace{0.2in}
				\only<1->{\includegraphics[scale=0.4]{"images/module9/adversarial_img_1"}}
			\end{figure}
		\end{overlayarea}
	\end{columns}
\end{frame}
