diff --git a/slides-pdf/lecture_sl.pdf b/slides-pdf/lecture_sl.pdf
index dadfdbb5..4c82ad15 100644
Binary files a/slides-pdf/lecture_sl.pdf and b/slides-pdf/lecture_sl.pdf differ
diff --git a/slides/advriskmin/chapter-order-slides-all.tex b/slides/advriskmin/chapter-order-slides-all.tex
index 9bc47bd7..582fda49 100644
--- a/slides/advriskmin/chapter-order-slides-all.tex
+++ b/slides/advriskmin/chapter-order-slides-all.tex
@@ -23,8 +23,11 @@ \subsection{Risk Minimizers}
 \subsection{Pseudo-Residuals}
 \includepdf[pages=-]{../../slides-pdf/slides-advriskmin-pseudo-residuals.pdf}
 
-\subsection{L2- and L1-loss}
-\includepdf[pages=-]{../../slides-pdf/slides-advriskmin-regression-l2-l1.pdf}
+\subsection{L2 loss}
+\includepdf[pages=-]{../../slides-pdf/slides-advriskmin-regression-l2.pdf}
+
+\subsection{L1 loss}
+\includepdf[pages=-]{../../slides-pdf/slides-advriskmin-regression-l1.pdf}
 
 \subsection{L1 Risk Minimizer (Deep-Dive)}
 \includepdf[pages=-]{../../slides-pdf/slides-advriskmin-regression-l1-deepdive.pdf}
@@ -38,6 +41,7 @@ \subsection{0-1-loss}
 \subsection{Bernoulli Loss}
 \includepdf[pages=-]{../../slides-pdf/slides-advriskmin-classification-bernoulli.pdf}
 
+
 \subsection{Logistic Regression (Deep-Dive)}
 \includepdf[pages=-]{../../slides-pdf/slides-advriskmin-logreg-deepdive.pdf}