variational-tutorial/stochastic_variational_inference.tex at master · fmof/variational-tutorial · GitHub

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% This text is proprietary.
% It's a part of presentation made by myself.
% It may not used commercial.
% The noncommercial use such as private and study is free
% Sep. 2005
% Author: Sascha Frank
% University Freiburg
% www.informatik.uni-freiburg.de/~frank/


\documentclass{beamer}
\usepackage{multirow,multicol}
\usepackage{xcolor}
\makeatletter
\newcommand{\redub}{}
\def\redub#1{%
  \@ifnextchar_%
    {\@redub{#1}}
    {\@latex@warning{Missing argument for \string\redub}\@redub{#1}_{}}%
}
\def\@redub #1_#2{%
    \colorlet{currentcolor}{.}%
    \color{red}%
    \underbrace{\color{currentcolor}#1}_{\color{red}#2}%
    \color{currentcolor}%
}
\makeatother

\newcommand{\gvp}[1]{\textcolor{red}{\ensuremath{#1}}}
\newcommand{\lvp}[1]{\textcolor{blue}{\ensuremath{#1}}}

\begin{document}
\title{Stochastic Variational Inference}
\subtitle{from Hoffman et al., 2013}
\author{Presented By Ryan Cotterell and Frank Ferraro}
\date{\today}

\frame{\titlepage}

%\frame{\frametitle{Table of contents}\tableofcontents}

\input{overview}

\input{general-model}

\input{elbo}

\input{why-elbo}

\input{exponential-families}

\input{mean-field}

\input{em-special-case}

\input{natural-gradient}

\input{em-vs-vi}

\input{svi}

\input{variational-variants}

\input{models}


\end{document}