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+\chapter{Commentary}
+\label{chap:commentary}
+\typeout{START_CHAPTER "intro" \theabspage}
+
+This document is an example of how to use the accompanying files
+as well as some commentary on them.
+The files are {\tt math\_commands.tex} and {\tt notation.tex}.
+The file {\tt math\_commands.tex} includes several useful {\LaTeX}
+macros and {\tt notation.tex } defines a notation page that could
+be used at the front of any publication.
+
+We developed these files while writing \citet{dlbook}.
+We release these files for anyone to use freely, in order to help
+establish some standard notation in the deep learning community.
+
+
+\section{Examples}
+\label{sec:examples}
+
+We include this section as an example of some {\LaTeX} commands
+and the macros we created for the book.
+
+Citations that support a sentence without actually being used in the sentence
+should appear at the end of the sentence using {\tt citep}:
+
+\begin{quote}
+Inventors have long dreamed of creating machines that think.
+This desire dates back to at least the time of ancient Greece.
+The mythical figures Pygmalion, Daedalus, and Hephaestus may
+all be interpreted as legendary inventors, and
+Galatea, Talos, and Pandora may all be regarded as artificial
+life \citep{ovid2004metamorphoses,sparkes1996red,1997works}.
+\end{quote}
+
+When the authors of a document or the document itself are a noun in the
+sentence, use the {\tt citet} command:
+
+\begin{quote}
+\citet{Mitchell:1997:ML} provides a succinct definition of machine learning:
+``A computer program is said to learn from experience $E$ with respect to some
+class of tasks $T$ and performance measure $P$, if its performance at tasks in
+$T$, as measured by $P$, improves with experience $E$.''
+\end{quote}
+
+When introducing a new term, using the {\tt newterm} macro to highlight it.
+If there is a corresponding acronym, put the acronym in parentheses
+afterward. If your document includes an index, also use the {\tt index}
+command.
+
+\begin{quote}
+Today, \newterm{artificial intelligence} (AI)\index{Artificial intelligence} is
+a thriving field with many practical applications and active research topics.
+\end{quote}
+
+Sometimes you may want to make many entries in the index that all point
+to a canonical index entry:
+
+\begin{quote}
+One of the simplest
+and most common kinds of parameter norm penalty is
+the squared $\normltwo$ parameter norm penalty
+commonly known as \newterm{weight decay}.
+\index{Weight decay}
+In other academic communities,
+$\normltwo$ regularization is also known as \newterm{ridge regression}
+or \newterm{Tikhonov regularization}.
+\index{Ridge regression|see {weight decay}}\index{Tikhonov regularization|see {weight decay}}
+\end{quote}
+
+To refer to a figure, use either {\tt figref} or {\tt Figref} depending on
+whether you want to capitalize the resulting word in the sentence.
+
+\begin{quote}
+See \figref{fig:venn} for an example of a how to include graphics
+in your document.
+\Figref{fig:venn} shows how to include graphics in your document.
+\end{quote}
+
+
+\begin{figure}[t!]
+\centering
+\includegraphics{venn}
+\caption{An example of a figure.
+The figure is a PDF displayed without being rescaled within {\LaTeX}.
+The PDF was created at the right size to fit on the page, with the
+fonts at the size they should be displayed. The fonts in the figure
+are from the Computer Modern family so they match the fonts used
+by \LaTeX.}
+\label{fig:venn}
+\end{figure}
+
+Similarly, you can refer to different sections of the book using
+{\tt partref}, {\tt Partref}, {\tt secref}, {\tt Secref}, etc.
+
+\begin{quote}
+	You are currently reading \secref{sec:examples}.
+\end{quote}
+
+\section*{Acknowledgments}
+We thank Catherine Olsson and \'Ulfar Erlingsson for proofreading and
+review of this manuscript.
+
+
+\clearpage
+%%
+\typeout{END_CHAPTER "intro" \theabspage}

make.sh

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+# Quit on first error
+set -e
+
+# Clear out junk
+rm -f *aux
+rm -f notation_example.ind
+rm -f notation_example.toc
+rm -f notation_example.bbl
+
+# Create empty settings file if it does not exist
+echo "" >> settings.tex
+pdflatex notation_example.tex
+bibtex notation_example
+makeindex notation_example
+bibtex notation_example
+makeindex notation_example
+pdflatex notation_example.tex
+pdflatex notation_example.tex