diff --git a/slides/introduction.md b/slides/introduction.md
index d2c1f52..bb07b1a 100644
--- a/slides/introduction.md
+++ b/slides/introduction.md
@@ -165,15 +165,20 @@ scipy scikit-learn xgboost iminuit tensorflow tensorflow_datasets Keras
 
 ## Programm Day 2
 
-* Supervised learning
+* Introduction to machine learning
 
-* Classification and regression
+  * Tensorflow / Keras, datasets  
+  * Supervised learning
+  * Classification
 
-* Linear regression
+ \vspace{0.5cm}
 
-* Logistic regression
+* Multivariate analysis
 
-* Softmax regression (multi-class classification)
+  * Regression
+  * Linear regression
+  * Logistic regression
+  * Softmax regression (multi-class classification)
 
 \vspace{4cm}
 
@@ -195,8 +200,6 @@ scipy scikit-learn xgboost iminuit tensorflow tensorflow_datasets Keras
 
 * Convolutional neural networks
 
-* TensorFlow and Keras
-
 * Hand-written digit recognition with Keras
 
 \vspace{5cm}