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Introduction to Machine Learning: Class Notes 67577by: Amnon Shashua
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Notes for this articleHas a good description of MaxLikelihood / MaxEnt duality which I have not seen in other introductions to ML.
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AbstractIntroduction to Machine learning covering Statistical Inference (Bayes, EM, ML/MaxEnt duality), algebraic and spectral methods (PCA, LDA, CCA, Clustering), and PAC learning (the Formal model, VC dimension, Double Sampling theorem).
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