[UPDATE] ML Book added

Author: nocomplexity

ml-books.md

@@ -73,6 +73,7 @@ Examples and tutorials for this book are placed [github](https://github.com/mml-
 ```
 
 
+
 ```{admonition}  Scikit-learn Guides
 :class: tip, dropdown
 
@@ -92,3 +93,16 @@ Great visuals that help learning and understanding the key ML concepts!
 
 ```
 
+
+```{admonition}   Applied Machine Learning for Tabular Data.
+:class: tip, dropdown
+
+A practical guide to developing quality predictive models from tabular data. 
+
+[Applied Machine Learning for Tabular Data](https://aml4td.org/)
+
+
+[sources on Github](https://github.com/aml4td/website/)
+
+```
+