diff --git a/README.md b/README.md
index 94912c4..434480c 100644
--- a/README.md
+++ b/README.md
@@ -4,7 +4,7 @@ Machine Learning Notebooks, 3rd edition
 This project aims at teaching you the fundamentals of Machine Learning in
 python. It contains the example code and solutions to the exercises in the second edition of my O'Reilly book [Hands-on Machine Learning with Scikit-Learn, Keras and TensorFlow (3rd edition)](https://homl.info/er3):
 
-<img src="https://images-na.ssl-images-amazon.com/images/I/51aqYc1QyrL._SX379_BO1,204,203,200_.jpg" title="book" width="150" />
+<a href="https://homl.info/er3"><img src="https://learning.oreilly.com/library/cover/9781098125967/300w/" title="book" width="150" border="0" /></a>
 
 **Note**: If you are looking for the second edition notebooks, check out [ageron/handson-ml2](https://github.com/ageron/handson-ml2). For the first edition, see check out [ageron/handson-ml](https://github.com/ageron/handson-ml).