diff --git a/cnam/travaux/probatoire/présentation.tex b/cnam/travaux/probatoire/présentation.tex
index ca8ceeb..5d1968b 100644
--- a/cnam/travaux/probatoire/présentation.tex
+++ b/cnam/travaux/probatoire/présentation.tex
@@ -3,76 +3,10 @@
 \import{settings}
 \import{plan}
 %–––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––
-\section{Introduction}
-%⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅
-\subsection{Machine learning}
-%⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅
-\subsection{Méthodes}
-\begin{frame}{\bititle\\Introduction / Méthodes non supervisées}
-
-\end{frame}
-\begin{frame}{\bititle\\Introduction / Méthodes semi-supervisées}
-
-\end{frame}
-\begin{frame}{\bititle\\Introduction / Méthodes supervisées}
-
-\end{frame}
-%–––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––
-\section{Principes}
-%⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅
-\subsection{Régression}
-\begin{frame}{\bititle\\Principes / Régression / Linéaire}
-
-\end{frame}
-\begin{frame}{\bititle\\Principes / Régression / Non linéaire}
-
-\end{frame}
-%⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅
-\subsection{Classification}
-\begin{frame}{\bititle\\Principes / Classification / Linéaire}
-
-\end{frame}
-\begin{frame}{\bititle\\Principes / Classification / Non linéaire}
-
-\end{frame}
-\begin{frame}{\bititle\\Principes / Classification / Multi-classes}
-
-\end{frame}
-\begin{frame}{\bititle\\Principes / Classification / Optimisation}
-
-\end{frame}
-%–––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––
-\section{Exemples}
-%⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅
-\subsection{Linéaire}
-\begin{frame}{\bititle\\Exemples / Linéaire / Distribué}
-
-\end{frame}
-\begin{frame}{\bititle\\Exemples / Linéaire / Aberrant}
-
-\end{frame}
-%⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅
-\subsection{Non linéaire}
-\begin{frame}{\bititle\\Exemples / Non linéaire}
-
-\end{frame}
-%–––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––
-\section{Critiques}
-%⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅
-\subsection{Avantages}
-\begin{frame}{\bititle\\Critiques / Avantages}
-
-\end{frame}
-%⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅
-\subsection{Inconvénients}
-\begin{frame}{\bititle\\Critiques / Inconvénients}
-
-\end{frame}
-%⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅
-\subsection{Limitations}
-\begin{frame}{\bititle\\Critiques / Limitations}
-
-\end{frame}
+\import{introduction}
+\import{principles}
+\import{examples}
+\import{critics}
 %–––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––
 \section{Conclusion}
 \begin{frame}{\bititle\\Conclusion}
diff --git a/cnam/travaux/probatoire/présentation/critics.tex b/cnam/travaux/probatoire/présentation/critics.tex
new file mode 100644
index 0000000..502dae1
--- /dev/null
+++ b/cnam/travaux/probatoire/présentation/critics.tex
@@ -0,0 +1,21 @@
+\section{Critiques}
+%–––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––
+\subsection{Avantages}
+%⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅
+\begin{frame}{\bititle\\Critiques / Avantages}
+\begin{itemize}
+\item{?}
+\end{itemize}
+\end{frame}
+%–––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––
+\subsection{Inconvénients}
+%⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅
+\begin{frame}{\bititle\\Critiques / Inconvénients}
+
+\end{frame}
+%–––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––
+\subsection{Limitations}
+%⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅
+\begin{frame}{\bititle\\Critiques / Limitations}
+
+\end{frame}
diff --git a/cnam/travaux/probatoire/présentation/examples.tex b/cnam/travaux/probatoire/présentation/examples.tex
new file mode 100644
index 0000000..911d6d6
--- /dev/null
+++ b/cnam/travaux/probatoire/présentation/examples.tex
@@ -0,0 +1,36 @@
+\section{Exemples}
+%–––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––
+\subsection{Linéaire}
+%⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅
+\begin{frame}{\bititle\\Exemples / Linéaire / Large}
+\begin{center}
+\only<1>{\imgbig{ex-linear-plot}\\
+Dataset très bien distribué}
+\only<2>{\imgbig{ex-linear-svm}\\
+Séparation à Vaste Marge très nette}
+\end{center}
+\end{frame}
+%⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅
+\begin{frame}{\bititle\\Exemples / Linéaire / Souple}
+\begin{center}
+\only<1>{\imgbig{ex-linear-out}\\
+Anomalies dans le dataset, violations de marge}
+\only<2>{\imgbig{ex-linear-soft}\\
+Différentes séparations à marge souple, variation de C}
+\end{center}
+\end{frame}
+%–––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––
+\subsection{Non linéaire}
+%⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅
+\begin{frame}{\bititle\\Exemples / Non linéaire}
+\begin{center}
+\only<1>{\imgbig{ex-nonlinear-plot}\\
+Dataset inséparable de façon linéaire}
+\only<2>{\imgbig{ex-nonlinear-linear}\\
+$X_{1}=x_{1}^{2}$ ; $X_{2}=x_{2}^{2}$ ; $X_{3}=\sqrt{2} × x_{1} × x_{2}$}
+\only<3>{\imgbig{ex-nonlinear-sv}\\
+Projection de la marge de séparation dans l’espace d’origine}
+\only<4>{\imgbig{ex-nonlinear-svm}\\
+Fonction de décision non linéaire dans l’espace d’origine}
+\end{center}
+\end{frame}
diff --git a/cnam/travaux/probatoire/présentation/introduction.tex b/cnam/travaux/probatoire/présentation/introduction.tex
new file mode 100644
index 0000000..28bc99d
--- /dev/null
+++ b/cnam/travaux/probatoire/présentation/introduction.tex
@@ -0,0 +1,17 @@
+\section{Introduction}
+%–––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––
+\subsection{Machine learning}
+%–––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––
+\subsection{Méthodes}
+%⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅
+\begin{frame}{\bititle\\Introduction / Méthodes non supervisées}
+
+\end{frame}
+%⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅
+\begin{frame}{\bititle\\Introduction / Méthodes semi-supervisées}
+
+\end{frame}
+%⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅
+\begin{frame}{\bititle\\Introduction / Méthodes supervisées}
+
+\end{frame}
diff --git a/cnam/travaux/probatoire/présentation/principles.tex b/cnam/travaux/probatoire/présentation/principles.tex
new file mode 100644
index 0000000..5a6115d
--- /dev/null
+++ b/cnam/travaux/probatoire/présentation/principles.tex
@@ -0,0 +1,53 @@
+\section{Principes}
+%–––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––
+\subsection{Régression}
+%⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅
+\begin{frame}{\bititle\\Principes / Régression / Linéaire}
+\begin{center}
+\only<1>{Régression linéaire, variation d’ε\\
+\imgbig{regression_linear_left}}
+\only<2>{Régression linéaire, variation d’ε\\
+\imgbig{regression_linear_right}}
+\end{center}
+\end{frame}
+%⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅
+\begin{frame}{\bititle\\Principes / Régression / Non linéaire}
+\begin{center}
+\only<1>{Régression polynomiale de degré 2, variation de C\\
+\imgbig{regression_nonlinear_left}}
+\only<2>{Régression polynomiale de degré 2, variation de C\\
+\imgbig{regression_nonlinear_right}}
+\end{center}
+\end{frame}
+%–––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––––
+\subsection{Classification}
+%⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅
+\begin{frame}{\bititle\\Principes / Classification / Linéaire / Vaste}
+\begin{center}
+\only<1>{Séparation à Vaste Marge\\
+\imgwide{margin_hard_left}}
+\only<2>{Séparation à Vaste Marge\\
+\imgwide{margin_hard_right}}
+\end{center}
+\end{frame}
+%⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅
+\begin{frame}{\bititle\\Principes / Classification / Linéaire / Échelle}
+\begin{center}
+\only<1>{?\\
+\imgwide{margin_scale_left}}
+\only<2>{?\\
+\imgwide{margin_scale_right}}
+\end{center}
+\end{frame}
+%⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅
+\begin{frame}{\bititle\\Principes / Classification / Non linéaire}
+
+\end{frame}
+%⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅
+\begin{frame}{\bititle\\Principes / Classification / Multi-classes}
+
+\end{frame}
+%⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅⋅
+\begin{frame}{\bititle\\Principes / Classification / Optimisation}
+
+\end{frame}
diff --git a/cnam/travaux/probatoire/présentation/settings.tex b/cnam/travaux/probatoire/présentation/settings.tex
index 2714925..ab16b8a 100644
--- a/cnam/travaux/probatoire/présentation/settings.tex
+++ b/cnam/travaux/probatoire/présentation/settings.tex
@@ -8,8 +8,8 @@
 \addtobeamertemplate{navigation symbols}{}{
 \color{black}\normalsize\textbf\insertframenumber}
 \newcommand{\img}[2]{\includegraphics[#1]{images/#2}}
-\newcommand{\imgbig}[1]{\img{width=.86\textwidth}{#1}}
-\newcommand{\imgico}[2]{\img{height=#1em}{#2}}
+\newcommand{\imgbig}[1]{\img{height=16em}{#1}}
+\newcommand{\imgwide}[1]{\img{height=12em}{#1}}
 
 \def\hi{SVM}
 \def\lo{Machine à Vecteurs de Support}