diff --git a/cnam/travaux/probatoire/document.bib b/cnam/travaux/probatoire/document.bib
index 5abf8e6..4a62d17 100644
--- a/cnam/travaux/probatoire/document.bib
+++ b/cnam/travaux/probatoire/document.bib
@@ -112,9 +112,15 @@ year      = "2010",
 school    = "Université Paris VI",
 }
 
-@misc{examples,
+@misc{ex-linear,
 author = "Abhishek Ghose",
 title  = "Learning SVMs From Examples",
 year   = "2017",
 url    = "https://www.kdnuggets.com/2017/08/support-vector-machines-learning-svms-examples.html",
 }
+@misc{ex-nonlinear,
+author = "Abhishek Ghose",
+title  = "Learning SVMs From Examples",
+year   = "2017",
+url    = "https://www.kdnuggets.com/2017/08/support-vector-machines-learning-svms-examples.html/2",
+}
diff --git a/cnam/travaux/probatoire/document/example.tex b/cnam/travaux/probatoire/document/example.tex
index 51c6032..1388188 100644
--- a/cnam/travaux/probatoire/document/example.tex
+++ b/cnam/travaux/probatoire/document/example.tex
@@ -1,12 +1,34 @@
 \section{Exemple}
 
-L’exemple suivant, en 2 parties, illustre bien le propos. \cite{examples}
+L’exemple suivant, en 2 parties, illustre bien le propos.
 
-\textbf{Linéaire}
+\textbf{Linéaire} \cite{ex-linear}
 
 …
 
-\textbf{Non linéaire}
+\fig{}{???}
+{14em}{ex-linear-plot}
+
+…
+
+\fig{}{???}
+{14em}{ex-linear-svm}
+
+…
+
+\fig{}{???}
+{14em}{ex-linear-out}
+
+…
+
+\fig{}{???}
+{24em}{ex-linear-soft}
+
+…
+
+\pagebreak
+
+\textbf{Non linéaire} \cite{ex-nonlinear}
 
 …
 
diff --git a/cnam/travaux/probatoire/images/ex-linear-out.png b/cnam/travaux/probatoire/images/ex-linear-out.png
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diff --git a/cnam/travaux/probatoire/images/ex-linear-soft.png b/cnam/travaux/probatoire/images/ex-linear-soft.png
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diff --git a/cnam/travaux/probatoire/images/ex-linear-svm.png b/cnam/travaux/probatoire/images/ex-linear-svm.png
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index 0000000..c4ea4d6
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