diff --git a/README.md b/README.md
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--- a/README.md
+++ b/README.md
@@ -95,10 +95,9 @@ In the case you know Matlab check here:
 * [Dealing with Matlab files](numpy/mat_files/README.md)
 
 
-
-
 ## Sci-kit Learn 
 * [Overview](scikit-learn/overview/README.md)
+* [KMeans](scikit-learn/kmeans/README.md)
 
 ## Python: Data analysis
 * [Remove a common signal from your data](SVD_data_cleaning/README.md)