diff --git a/lab01/README.md b/lab01/README.md
index b1f1a72..f322183 100644
--- a/lab01/README.md
+++ b/lab01/README.md
@@ -121,6 +121,8 @@ We use a pre-trained AI model called **BERT (Bidirectional Encoder Representatio
 
 ### How BERT Works
 
+![Self Attention for a guessing game](images/self-attention.png)
+
 [![Watch Another YouTube Video](http://img.youtube.com/vi/EOmd5sUUA_A/0.jpg)](https://www.youtube.com/watch?v=EOmd5sUUA_A)
 
 [![Watch my YouTube Video](http://img.youtube.com/vi/xI0HHN5XKDo/0.jpg)](https://www.youtube.com/watch?v=xI0HHN5XKDo)
diff --git a/lab01/data/images/self-attention.png b/lab01/data/images/self-attention.png
new file mode 100644
index 0000000..dcd99f6
Binary files /dev/null and b/lab01/data/images/self-attention.png differ