diff --git a/docs/conf.py b/docs/conf.py
index 010f3ce9b..93d7b03f9 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -126,7 +126,7 @@
         },
         {
             "name": "Blog",
-            "url": "https://trainindata.medium.com/",
+            "url": "https://www.blog.trainindata.com/",
             "icon": "fab fa-blogger",
         },
         {
diff --git a/docs/images/cookbook.png b/docs/images/cookbook.png
index 06441a841..15eb17107 100644
Binary files a/docs/images/cookbook.png and b/docs/images/cookbook.png differ
diff --git a/docs/images/fsmlbook.png b/docs/images/fsmlbook.png
new file mode 100644
index 000000000..091b8b8c5
Binary files /dev/null and b/docs/images/fsmlbook.png differ
diff --git a/docs/resources/books.rst b/docs/resources/books.rst
index af01ba854..af1ba3915 100644
--- a/docs/resources/books.rst
+++ b/docs/resources/books.rst
@@ -10,4 +10,13 @@ in the following books:
    :align: left
    :target: https://packt.link/python
 
-   Python Feature Engineering Cookbook
\ No newline at end of file
+   Python Feature Engineering Cookbook
+
+
+.. figure::  ../images/fsmlbook.png
+   :width: 200
+   :figclass: align-center
+   :align: left
+   :target: https://leanpub.com/feature-selection-in-machine-learning
+
+   Feature Selection in Machine Learning
\ No newline at end of file