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SOLVED: Cluster the following eight points into three clusters using K-means clustering algorithm and use Euclidean distance.A1=(2,10), A2=(2,5), A3=(8,4), A4=(5,8),A5=(7,5), A6=(6,4), A7=(1,2), A8=(4,9).Create a distance matrix by calculating the Euclidean distance between each pair of points. (0.5 mark)Suppose that the initial centers of each cluster are A1, A4, and A7. Run the k-means algorithm once only and show:- The new clusters (i.e., the examples belonging to each cluster) (1 mark)- The
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