diff --git a/handout.tex b/handout.tex
new file mode 100644
index 0000000..458a27b
--- /dev/null
+++ b/handout.tex
@@ -0,0 +1,9 @@
+%%% handout
+\documentclass[handout]{beamer}
+\input{soutenance}
+
+\begin{frame}[allowframebreaks]{Sources}
+  \bibliography{handout}
+  \bibliographystyle{apalike}
+\end{frame}
+\end{document}
\ No newline at end of file
diff --git a/makefile b/makefile
index ea173f6..c998b6b 100644
--- a/makefile
+++ b/makefile
@@ -9,7 +9,7 @@ UML_PUML=$(wildcard puml/*.puml)
 UML_PNG=$(UML_PUML:.puml=.png)
 UML_SVG=$(UML_PUML:.puml=.svg)
 
-all : rapport.pdf poster.pdf
+all : rapport.pdf poster.pdf presentation.pdf handout.pdf
 	echo "done"
 
 rapport.pdf : rapport.tex rapport.bib $(FIGURES_PNG) $(UML_PNG) png_img/gain_action.png $(DOT_PNG)
@@ -26,16 +26,34 @@ poster.pdf : poster.tex poster.bib $(FIGURES_PNG) $(UML_PNG) png_img/gain_action
 	lualatex -shell-escape poster.tex
 	lualatex -shell-escape poster.tex
 
+handout.pdf : soutenance.tex handout.tex handout.bib $(FIGURES_PNG) $(UML_PNG) png_img/gain_action.png $(DOT_PNG)
+	lualatex -shell-escape handout.tex
+	bibtex handout 
+	lualatex -shell-escape handout.tex
+	lualatex -shell-escape handout.tex
+
+presentation.pdf : soutenance.tex presentation.tex presentation.bib $(FIGURES_PNG) $(UML_PNG) png_img/gain_action.png $(DOT_PNG)
+	lualatex -shell-escape presentation.tex
+	bibtex presentation
+	lualatex -shell-escape presentation.tex
+	lualatex -shell-escape presentation.tex
+
 rapport.bib : biblio.bib
 	cp biblio.bib rapport.bib
 
 poster.bib : biblio.bib
 	cp biblio.bib poster.bib
 
+presentation.bib : biblio.bib
+	cp biblio.bib presentation.bib
+
+handout.bib : biblio.bib
+	cp biblio.bib handout.bib
+
 png_img/gain_action.png :
 	python3 png_img/gen_fig_g.py
 
-clean : clean-rapport clean-poster
+clean : clean-rapport clean-poster clean-handout clean-presentation
 	rm -f -r svg_img/*.png
 	rm -f -r svg_img/*.pdf
 	rm -f -r svg_img/*.pdf_tex
@@ -44,6 +62,8 @@ clean : clean-rapport clean-poster
 	rm -f -r dot/*.png
 	rm -f rapport.pdf
 	rm -f poster.pdf
+	rm -f handout.pdf
+	rm -f presentation.pdf
 
 clean-rapport :
 	rm -f rapport.aux
@@ -79,6 +99,40 @@ clean-poster :
 	rm -f poster.glo
 	rm -f texput.log
 
+clean-handout :
+	rm -f handout.aux
+	rm -f handout.bbl
+	rm -f handout.bib
+	rm -f handout.blg
+	rm -f handout.out
+	rm -f handout.log
+	rm -f handout.toc
+	rm -f handout.lof
+	rm -f handout.lot
+	rm -f handout.lol
+	rm -f handout.ist
+	rm -f handout.glg
+	rm -f handout.gls
+	rm -f handout.glo
+	rm -f texput.log
+
+clean-presentation :
+	rm -f presentation.aux
+	rm -f presentation.bbl
+	rm -f presentation.bib
+	rm -f presentation.blg
+	rm -f presentation.out
+	rm -f presentation.log
+	rm -f presentation.toc
+	rm -f presentation.lof
+	rm -f presentation.lot
+	rm -f presentation.lol
+	rm -f presentation.ist
+	rm -f presentation.glg
+	rm -f presentation.gls
+	rm -f presentation.glo
+	rm -f texput.log
+
 svg_img/%.pdf : svg_img/%.svg svg_img/%.pdf_tex
 	inkscape -D -z --file=$< --export-pdf=$@ --export-latex
 
diff --git a/presentation.tex b/presentation.tex
new file mode 100644
index 0000000..8613399
--- /dev/null
+++ b/presentation.tex
@@ -0,0 +1,9 @@
+%%% presentation
+\documentclass{beamer}
+\input{soutenance}
+
+\begin{frame}[allowframebreaks]{Sources}
+    \bibliography{presentation}
+    \bibliographystyle{apalike}
+  \end{frame}
+\end{document}
\ No newline at end of file
diff --git a/soutenance.tex b/soutenance.tex
new file mode 100644
index 0000000..fbe19e3
--- /dev/null
+++ b/soutenance.tex
@@ -0,0 +1,132 @@
+
+\usetheme[progressbar=frametitle, block=fill, subsectionpage=progressbar]{metropolis}
+\usepackage{appendixnumberbeamer}
+
+\usepackage{booktabs}
+\usepackage[scale=2]{ccicons}
+
+\definecolor{ENSBlue}{RGB}{0, 119, 139}
+\definecolor{ENSJaunePorte}{RGB}{255, 180, 50}
+\definecolor{ENSBleuCheminee}{RGB}{70, 35, 0}
+\definecolor{ENSBrunBois}{RGB}{210, 160, 90}
+\definecolor{ENSNoir}{RGB}{0, 0, 0}
+\definecolor{ENSVertFenetre}{RGB}{130,  190, 50}
+\definecolor{ENSGrisBeton}{RGB}{190, 190, 190}
+\definecolor{ENSRougeBrique}{RGB}{240, 130, 90}
+
+\title{Schémas de contrôle de congestion intelligents pour les réseaux IoT par apprentissage profond}
+\subtitle{Soutenance de stage de \emph{M1}}
+\date{\today}
+%\date{}
+\author{Léopold CLÉMENT}
+\institute{L2S : CNRS / UPS / CentraleSupelec}
+% \titlegraphic{\hfill\includegraphics[height=1.5cm]{logo.pdf}}
+
+\setbeamercolor{alerted text}{fg=ENSRougeBrique}
+\setbeamercolor{exemple text}{fg=ENSVertFenetre}
+\setbeamercolor{frametitle}{bg=ENSBlue}
+
+
+\setbeamercolor{progress bar}{fg=ENSJaunePorte, bg=ENSGrisBeton}
+
+\usepackage{minted}
+\usepackage{xspace}
+\newcommand{\R}{\mathbb{R}}
+\newcommand{\N}{\mathbb{N}}
+\newcommand{\Complexe}{\mathbb{C}}
+\newcommand{\K}{\mathbb{K}}
+\newcommand{\NN}{\mathcal{NN}}
+
+\newcommand{\coap}{\emph{CoAP}}
+\newcommand{\coapthon}{\emph{CoAPthon}}
+\newcommand{\rtt}{\emph{RTT}}
+\newcommand{\varrtt}{\emph{VARRTT}}
+
+\newcommand{\code}[1]{\mintinline[breaklines, breakafter=.]{python}{#1}}
+
+\begin{document}
+
+\maketitle
+
+\begin{frame}[allowframebreaks]{Sommaire}
+  \setbeamertemplate{section in toc}[sections numbered]
+  \tableofcontents%[hideallsubsections]
+\end{frame}
+\section{Problèmatique}
+
+\begin{frame}{Le laboratoire}
+\end{frame}
+
+\begin{frame}{La congestion}
+  \cite{xiaoTCPDrincSmartCongestion2019}
+\end{frame}
+
+\begin{frame}{Le \coap{}}
+\end{frame}
+
+\begin{frame}{L'apprentissage par renforcement}
+\end{frame}
+
+\section{Modelisation}
+\begin{frame}{Structure du protocole}
+
+\end{frame}
+
+\begin{frame}{Observation}
+
+\end{frame}
+
+\begin{frame}{Action}
+
+\end{frame}
+
+\begin{frame}{Récompense}
+
+\end{frame}
+
+\section{Implémentation}
+\begin{frame}{Module}
+
+\end{frame}
+
+\begin{frame}{Structure}
+  \begin{figure}[htp]
+    \centering
+    \includegraphics[width = \textwidth,height=0.7\textheight,keepaspectratio]{puml/classe.png}
+    \caption{Diagramme de classes de l'implémentation de notre protocole.}
+  \end{figure}
+\end{frame}
+
+\begin{frame}{Les superviseurs}
+
+\end{frame}
+
+\begin{frame}{La classe \code{maquette}}
+
+\end{frame}
+
+\section{Tests}
+\begin{frame}{Longueure de l'apprentissage}
+
+\end{frame}
+
+\begin{frame}{Distribution du \rtt{}}
+
+\end{frame}
+
+\begin{frame}{Validation de \varrtt{}}
+
+\end{frame}
+
+\begin{frame}[standout]{}
+  Conclusion
+\end{frame}
+\appendix
+
+\begin{frame}{Call Stack \coapthon{}}
+\begin{figure}[htp]
+  \centering
+  \includegraphics[width=\linewidth]{puml/call_stack_envoie.png}
+  \caption{Appel de fonction pour l'envoie d'une transaction \coapthon{}}
+\end{figure}
+\end{frame}
\ No newline at end of file