diff --git a/README.md b/README.md
index 7623a01..d544e5c 100644
--- a/README.md
+++ b/README.md
@@ -18,6 +18,7 @@ The purpose of this roadmap is to give you an overview of the core skills needed
 * Overview of data science - after reading them you will find this roadmap makes a lot of sense
     * [ Advice For New And Junior Data Scientists - Hamel Husain (senior data scientist) |ODSC West 2017](https://www.youtube.com/watch?v=eDK1R6tpZlA)
     * [Key skill sets needed to be a data scientist](https://www.slideshare.net/ryanorban/how-to-become-a-data-scientist)
+    * [Programming Languages for Data Science](https://www.scaler.com/blog/programming-languages-for-data-science/)
 * Statistics:
     * [MITx 6.041 on (Edx)](https://courses.edx.org/courses/MITx/6.041x/1T2014/course/)
 * Linear Algebra:
@@ -27,5 +28,6 @@ The purpose of this roadmap is to give you an overview of the core skills needed
     *
 * Machine Learning
     * [Andrew Ng's Machine Learning class on Coursera](https://www.coursera.org/learn/machine-learning) or an old version can be found [here](https://github.com/zipfian/data-science-primer/tree/master/resources/coursera_ml)
+    * [Machine Learning Roadmap](https://www.scaler.com/blog/machine-learning-roadmap/): A Step-by-Step Guide
 
 ## Successful Paths contributed by data scientists