diff --git a/slides-pdf/slides-forests-nutshell.pdf b/slides-pdf/slides-forests-nutshell.pdf
index 5523a6baf..e76c2e6f9 100644
Binary files a/slides-pdf/slides-forests-nutshell.pdf and b/slides-pdf/slides-forests-nutshell.pdf differ
diff --git a/slides/forests/slides-forests-nutshell.tex b/slides/forests/slides-forests-nutshell.tex
index 571144f49..9a6fd6146 100644
--- a/slides/forests/slides-forests-nutshell.tex
+++ b/slides/forests/slides-forests-nutshell.tex
@@ -116,7 +116,7 @@
 \end{vbframe}
 
 \begin{vbframe}{Performance of RF}
-\begin{itemize}
+
     \begin{itemize}
         \item \small RF performs well for classification tasks:
         \begin{itemize}
@@ -127,7 +127,7 @@
 \begin{center}
  \includegraphics[width = 0.6\textwidth]{figure/nutshell_classif_combined_1.pdf}
 \end{center}
-\end{itemize}
+