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How to build a decision tree for classification using the cart approach. Introduction to the kmeans algorithm for clustering. Playlist of these machine learning videos is available here.
Definition of maximum likelihood estimates (mles), and a discussion pros/cons. One can arrive at the em algorithm in a natural way by trying to analytically maximize likelihood, an exponential family. (ml 36) the big picture (part 2).
Playlist these machine learning videos is avai. Introduction to markov models, using intuitive examples of applications, and motivating the concept chain. Attempt at a definition, and some applications of machine learning.
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