diff --git a/example-document/doc/figs-and-tables.tex b/example-document/doc/figs-and-tables.tex
index 79f6797..91b2efa 100644
--- a/example-document/doc/figs-and-tables.tex
+++ b/example-document/doc/figs-and-tables.tex
@@ -4,7 +4,7 @@
 
 \begin{figure}[!h]
     \centering
-    \includegraphics[width=\linewidth]{figures/abc.png}
+    \includegraphics[width=\textwidth]{figures/abc.png}
     % \linewidth refers to the "current line" which may be different from \textwidth which is the text area in general
     % \includegraphics{figures/abc.png}
     \caption{The caption of the figure}
@@ -28,13 +28,13 @@ A reference to figure \ref{fig:abc_figure}.
 %   outer and inner are applicable for books
 % Second argument for wrapfigure is figure width
 %   redefines linewidth within the environment
-\begin{wrapfigure}{l}{0.33\textwidth}  % .33\textwidth defines a new linewidth for this env
-    % \centering  % Centering is done within the environment and overrides the l justification
-    \includegraphics[width=0.5\linewidth]{figures/abc.png}
-    % .5\linewidth uses only half of the space available
-    \caption{A third figure, but still the same picture. I }
-    \label{fig:third_figure}
-\end{wrapfigure}
+% \begin{wrapfigure}{l}{0.33\textwidth}  % .33\textwidth defines a new linewidth for this env
+%     % \centering  % Centering is done within the environment and overrides the l justification
+%     \includegraphics[width=0.5\linewidth]{figures/abc.png}
+%     % .5\linewidth uses only half of the space available
+%     \caption{A third figure, but still the same picture. I }
+%     \label{fig:third_figure}
+% \end{wrapfigure}
 
 \newpage
 \subsection{Tables}
@@ -68,4 +68,33 @@ A reference to figure \ref{fig:abc_figure}.
 % The {fig:...}, {tab:...} and {eq:...} aren't required, but will help differentiating what is being references. Maybe a figure and a table have very similar names, then the fig: and tab: prefixes allow you to separate them.
 Referencing the table as table \ref{tab:eq_fn_lookup_table}.
 
+\begin{table}[!htbp]
+    \setstretch{0.5}  % Huddles lines closer together; it's cold outside
+    \centering  % Centers on the page
+    \caption{\emph{Better: }Linking equations with desired functionality and proper function name in python.}  % The caption may be put above instead of below
+    \vspace{2mm}
+    \begin{tabular}{clr}  % c: center; l: left; r: right; |: v-line
+    \toprule
+        Equation & Action & Function name \\
+        \midrule
+        \ref{eq:forward_sweep} & Forward sweep & \verb|getZ| \\
+        \ref{eq:forward_sweep} & Approximate values from the ANN & \verb|getUpsilon| \\
+        &&\\
+        \ref{eq:first_back_prop} & Start back propagation & \verb|getPK| \\
+        \ref{eq:back_prop} & Rest of the back propagation & \verb|getP| \\
+        \\
+        \ref{eq:Yc} & $Y_c$ simplification & \verb|getYc| \\
+        \ref{eq:nu} & $\nu$ simplification & \verb|getNu| \\
+        \ref{eq:Hk} & $H^{(k)}$ simplification & \verb|getHk| \\
+        \\
+        \ref{eq:my_del_J} & Computation of $\nabla_\theta J$ & \verb|getdelJ| \\
+        \ref{eq:update_theta} & Updating \(\theta\) & \verb|updateTheta| \\ 
+    \bottomrule
+    \end{tabular}
+    \label{tab:eq_fn_lookup_table_but_better}
+\end{table}
+
+We can also reference the better lookup table, table \ref{tab:eq_fn_lookup_table_but_better}
+which uses horizontal rules from the \verb|booktabs| package.
+
 \lipsum[1-2]
diff --git a/example-document/preamble.tex b/example-document/preamble.tex
index 043fccf..e215542 100644
--- a/example-document/preamble.tex
+++ b/example-document/preamble.tex
@@ -23,6 +23,9 @@
 \usepackage{graphicx}  % Allows us to \includegraphics{} for figures
 \usepackage{wrapfig}  % Allows us to wrap text around a figure
 
+% Table package
+\usepackage{booktabs}  % Provides better top/mid/bottom-rules for making beautiful tables
+
 % Referencing
 \usepackage{hyperref}  % Enables hyper-referencing of all \ref{}'s