diff --git a/2-Regression/README.md b/2-Regression/README.md
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--- a/2-Regression/README.md
+++ b/2-Regression/README.md
@@ -15,7 +15,7 @@ The lessons in this section cover types of regression in the context of machine
 
 In this series of lessons, you'll discover the difference between linear vs. logistic regression, and when you should use one or the other.
 
-In this group of lessons, you will get set up to begin machine learning tasks, including configuring Visual Studio code to manage notebooks, the common environment for data scientists. You will discover Scikit-learn, a library for machine learning, and you will build your first models, focusing on Regression models in this chapter.
+In this group of lessons, you will get set up to begin machine learning tasks, including configuring Visual Studio Code to manage notebooks, the common environment for data scientists. You will discover Scikit-learn, a library for machine learning, and you will build your first models, focusing on Regression models in this chapter.
 
 > There are useful low-code tools that can help you learn about working with regression models. Try [Azure ML for this task](https://docs.microsoft.com/learn/modules/create-regression-model-azure-machine-learning-designer/?WT.mc_id=academic-15963-cxa)