Update README.md

Author: n0obcoder

README.md

@@ -1,2 +1,26 @@
-# ClusteringAlgos
-Implementation of some of the most used Clustering Algorithms from scratch (only using Numpy)
+# Clustering Algorithms in Numpy
+
+Implementation of some of the most used Clustering Algorithms from scratch in Python (only using Numpy).
+
+## MeanShift
+
+### Generated Data
+![](MeanShift/results/0*generated_data.jpg)
+
+### Actual Cluster Centers
+![](MeanShift/results/2*cluster_centers.jpg)
+
+### Initialization of Predicted Cluster Centers
+![](MeanShift/results/1*progress_0000_initialization_of_cluster_centers.jpg)
+
+### Predicted Cluster Centers after 2nd Iteration
+![](MeanShift/results/1*progress_0002_cluster_centers.jpg)
+
+### Predicted Cluster Centers after 4th Iteration
+![](MeanShift/results/1*progress_0004_cluster_centers.jpg)
+
+### Predicted Cluster Centers after 6th Iteration
+![](MeanShift/results/1*progress_0006_cluster_centers.jpg)
+
+### Result
+![](MeanShift/results/3*meanShift_result.jpg)