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Murphy Machine Learning A Probabilistic Perspective
by Kevin P. Murphy

A comprehensive introduction to machine learning that uses probabilistic models and inference as a unifying approach.Today's Web-enabled deluge of electronic data calls for automated methods of data analysis. Machine learning ...

by Kevin P. Murphy

by Martin J Wainwright, Michael I Jordan

The formalism of probabilistic graphical models provides a unifying framework for capturing complex dependencies among random variables, and building large-scale multivariate statistical models. Graphical models have become a focus of ...

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