diff --git a/2-Regression/1-Tools/README.md b/2-Regression/1-Tools/README.md
index be8d299e7..368705667 100644
--- a/2-Regression/1-Tools/README.md
+++ b/2-Regression/1-Tools/README.md
@@ -1,7 +1,8 @@
 # Get started with Python and Scikit-Learn for Regression models
 
-![Logistic vs. Linear Regression Infographic](./images/logistic-linear.png)
-> Infographic by [Dasani Madipalli](https://twitter.com/dasani_decoded)
+![Summary of regressions in a sketchnote](../../sketchnotes/ml-regression.png)
+
+> Sketchnote by [Tomomi Imura](https://www.twitter.com/girlie_mac)
 
 ## [Pre-lecture quiz](https://jolly-sea-0a877260f.azurestaticapps.net/quiz/7/)
 ## Introduction
@@ -17,7 +18,6 @@ In this lesson, you will learn:
 - Getting used to working with Jupyter notebooks
 - An introduction to Scikit-Learn, including installation
 - An introduction to Linear Regression with a hands-on exercise 
-  
 ## Installations and Configurations
 
 [![Using Python with Visual Studio Code](https://img.youtube.com/vi/7EXd4_ttIuw/0.jpg)](https://youtu.be/7EXd4_ttIuw "Using Python with Visual Studio Code")
diff --git a/2-Regression/4-Logistic/README.md b/2-Regression/4-Logistic/README.md
index 628b0a29e..0e43b5025 100644
--- a/2-Regression/4-Logistic/README.md
+++ b/2-Regression/4-Logistic/README.md
@@ -1,4 +1,7 @@
 # Logistic Regression to Predict Categories
+
+![Logistic vs. Linear Regression Infographic](./images/logistic-linear.png)
+> Infographic by [Dasani Madipalli](https://twitter.com/dasani_decoded)
 ## [Pre-lecture quiz](https://jolly-sea-0a877260f.azurestaticapps.net/quiz/13/)
 
 ### Introduction
diff --git a/2-Regression/README.md b/2-Regression/README.md
index 72986e223..5bdba1cf5 100644
--- a/2-Regression/README.md
+++ b/2-Regression/README.md
@@ -1,8 +1,4 @@
 # Regression Models for Machine Learning
-
-![Summary of regressions in a sketchnote](../sketchnotes/ml-regression.png)
-> Sketchnote by [Tomomi Imura](https://www.twitter.com/girlie_mac)
-
 ## Regional topic: Regression models for pumpkin prices in North America
 
 In North America, pumpkins are often carved into scary faces for Halloween. Let's discover more about these fascinating vegetables!