Part (a) [5 points] Is the Krneans algorithm a form of supervised or unsupervised learning? Part (b) [20 points] In the gure above, you're given seem points {2:1, . . . .227}. and you'd like to cluster them into two groups (red and blue) using the K-meaus algorithm. You begin by guessing the location of the red and blue centroids, as shown in the gure above. Step 1: [10 points] Assign points to clusters Based on these initial guesses for the centroids, which of the seven points should be placed in the red group/cluster, and which in the blue? Step 2: [5 points] Update centroids Based on your solution above, determine the new location of each of the red and blue centroids. Either mark that on the same gure, or describe where you'd like to place the two centroids. Step 3: [5 points] Itemte Imagine you were to iterate through steps 1 and 2 multiple times. Does 3:2 then end up in the red cluster or in the blue cluster? Justify your response