diff --git a/images/mm_inference.png b/images/mm_inference.png
new file mode 100644
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diff --git a/images/mm_mangrovewatch.png b/images/mm_mangrovewatch.png
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diff --git a/project_mm.tex b/project_mm.tex
index 24d32a6..c0edb6c 100644
--- a/project_mm.tex
+++ b/project_mm.tex
@@ -1,40 +1,37 @@
-% To create a slide, use the following:
-% \begin{frame}{TITLE}
-%     BODY
-% \end{frame}
+\begin{frame}{Output of Inference}
+    \centering
+    \includegraphics[height=0.8\textheight,width=0.8\textwidth,keepaspectratio]{images/mm_inference.png}
+\end{frame}
 
-% To create a slide with a bullet list, use the following:
-% \begin{frame}{TITLE}
-%     \begin{itemize}
-%         \item ITEM 1
-%         \item ITEM 2
-%     \end{itemize}    
-% \end{frame}
+\begin{frame}{Mangrove Watch Resolution}
+    \centering
+    \includegraphics[height=0.8\textheight,width=0.8\textwidth,keepaspectratio]{images/mm_mangrovewatch.png}
+\end{frame}
 
-% To create a slide with numbered list, use the following:
-% \begin{frame}{TITLE}
-%     \begin{enumerate}
-%         \item ITEM 1
-%         \item ITEM 2
-%     \end{enumerate}
-% \end{frame}
+\begin{frame}{Rough End-to-End Processing Time}
+    \begin{itemize}
+        \item On 4-core CPU: 20 min (Inference 17 min)
+        \item On 3070 GPU: 5 min (Inference 3 min)
+    \end{itemize}    
+\end{frame}
 
-% To create a slide with a graphic:
-% 1. Add the graphic to this folder (named picture.png)
-% 2. Use the following:
-% \begin{frame}{TITLE}
-%     \centering
-%     \includegraphics[height=0.7\textheight,width=0.7\textwidth,keepaspectratio]{picture.png}
-% \end{frame}
+\begin{frame}{Image Processing Service Docker Image}
+    \begin{itemize}
+        \item Moved to production-ready pytorch distro
+        \item Slimmed image by about 2gb
+    \end{itemize}    
+\end{frame}
 
-% To create a slide with two columns, use the following:
-% \begin{frame}{TITLE}
-%     \begin{columns}
-%         \begin{column}{0.5\textwidth}
-%             COLUMN 1 BODY
-%         \end{column}
-%         \begin{column}{0.5\textwidth}
-%             COLUMN 2 BODY
-%         \end{column}
-%     \end{columns}
-% \end{frame}
+\begin{frame}{Image Processing Service Docker Image cont'd}
+    \begin{itemize}
+        \item Still is about 12gb
+        \item Poetry packages contribute 5gb
+    \end{itemize}    
+\end{frame}
+
+\begin{frame}{Webserver Refactoring}
+    \begin{itemize}
+        \item Consistent pings
+        \item Fixed bugs with enqueuing system
+    \end{itemize}    
+\end{frame}