update

report/report.tex

@@ -1,5 +1,5 @@
 %%% Preamble
-\documentclass[11pt, a4paper]{article}
+\documentclass[11pt, a4paper, twoside]{article}
 
 \usepackage[english]{babel} % English language/hyphenation
 \usepackage{url}
@@ -69,7 +69,7 @@
 			unpublished) using the referencing system set out in the programme handbook. I agree that the
 			University may submit my work to means of checking this, such as the plagiarism detection service
 			Turnitin® UK. I confirm that I understand that assessed work that has been shown to have been
-			plagiarized will be penalized.
+			plagiarised will be penalised.
 		\vspace*{\fill}
 	\end{center}
     \newpage
@@ -82,8 +82,7 @@
 			I am honestly thankful to him for sharing his honest and educational views on several issues related
 			to this report.
 			Additionally, I would like to thank my parents and friends for their continued support and
-			encouragement from the first day of the university. They have always been motivating, inspiring and
-			helping me to achieve my life goals.
+			encouragement from the first day of the university.
 		\vspace*{\fill}
 	\end{center}
     \newpage
@@ -263,6 +262,58 @@
 
 
 	\pagebreak
+
+	\section{System Design}
+
+		This section will discuss the design of the system.
+		The section will discuss the inter application interface, control platform, and server, dataset, and model management.
+
+		\subsection{Inter Application Interface}
+			As a software as a service, one of the main requirements is to be able to communicate with other services.
+
+			The current main way that servers communicate over the internet is using https and a rest JSON API\cite{json-api-usage-stats} 
+
+		\subsection{Web application}
+
+			Why use a web application to control the system?
+
+			The main purpose of the web application is to visually manage your account and your models.
+
+			The web interface allows the user to:
+			\begin{itemize}
+				\item{Manage data before training.} %TODO add image for proof
+				\item{Start the training process.} %TODO add image for proff 
+				\item{Visualize the model training.} %TODO add image for proff 
+				\item{Run Images thought the model.} %TODO add image for proff 
+				\item{Expand the model with new classes.} %TODO add image for proff 
+				\item{See the performance of the model.} %TODO add image for proff 
+			\end{itemize}
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     \section{Design Choices}
 		\subsection{Structure of the Service}
 			The system has to manage:
@@ -327,7 +378,8 @@
 
 			
 	\pagebreak
-    \section{Design Choices}
+
+    \section{Results} % TODO change this