diff --git a/README.md b/README.md
index 9d1182d..bdf2274 100644
--- a/README.md
+++ b/README.md
@@ -49,18 +49,10 @@ but has since grown to include a wide range of features, including:
 * Play against a stronger player and use the retry option instead of handicap stones.
 * Automatically generate focused SGF reviews which show your biggest mistakes.
 
-## <a name="preview"></a>  Previews and Youtube Videos
-
-### Play against an AI Teacher
-
-![screenshot](https://raw.githubusercontent.com/sanderland/katrain/master/screenshots/teaching.gif) 
-
-### Analyze your games
+## <a name="preview"></a>  Preview and Youtube Videos
 
 ![screenshot](https://raw.githubusercontent.com/sanderland/katrain/master/screenshots/analysis.png)
 
-### YouTube videos
-
 | **New Features in v1.4**                  | **Analysis Tutorial**                                                                              | **Teaching Game Tutorial**                                                                                   |
 |:-----------------------------------------------------------------------------------------------------:|:-----------------------------------------------------------------------------------------------------:|:------------------------------------------------------------------------------------------------------------:|
 | [![New Features Video](https://i.imgur.com/IXNwTHL.png)](https://www.youtube.com/watch?v=ujjRWGSZJrQ&feature=youtu.be) | [![Analysis Tutorial](https://i.imgur.com/3EP4IEr.png)](https://www.youtube.com/watch?v=qjxkcKgrsbU) | [![ Teaching Game Tutorial](https://i.imgur.com/jAdcSL5.png)](https://www.youtube.com/watch?v=wFl4Bab_eGM)   |
diff --git a/screenshots/analysis.png b/screenshots/analysis.png
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diff --git a/screenshots/teaching.gif b/screenshots/teaching.gif
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