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Tom mitchell lecture 1. Bayes rule, joint probability, maximum likelihood estimation (mle), a posteriori (map) lecturer. Generative and discriminative classifiers (relationship between naive bayes logistic regression), linear regression lecturer.
Decision trees, overfitting, probability theory lecturers. Neural networks, backpropagation, deep learning, belief networks lecturer. Tom mitchell neural representations of language.
Get the slide from following link. Highlevel overview of machine learning, course logistics, decision trees lecturer. Tom mitchell and mariaflorina balcan http//wwwcscmuedu/~ninamf/courses/601sp15/index.