diff --git a/2-Regression/1-Tools/README.md b/2-Regression/1-Tools/README.md
index d230f5fe0..5f60384f3 100644
--- a/2-Regression/1-Tools/README.md
+++ b/2-Regression/1-Tools/README.md
@@ -1,6 +1,6 @@
 # Get started with Python and Scikit-Learn for Regression models
 
-![Logistic vs. Linear Regression Infographic](./images/Linear vs Logistic Regression.png)
+![Logistic vs. Linear Regression Infographic](https://github.com/jlooper/ml-for-beginners/blob/main/2-Regression/1-Tools/images/Linear%20vs%20Logistic%20Regression.png)
 > Infographic by [Dasani Madipalli](https://twitter.com/dasani_decoded)
 
 ## [Pre-lecture quiz](https://jolly-sea-0a877260f.azurestaticapps.net/quiz/5/)