Probabilistic Graphical Fashions Specialization

About this Specialization

Probabilistic graphical fashions (PGMs) are a wealthy framework for encoding chance distributions over complicated domains: joint (multivariate) distributions over massive numbers of random variables that work together with one another. These representations sit on the intersection of statistics and laptop science, counting on ideas from chance concept, graph algorithms, machine studying, and extra. They’re the idea for the state-of-the-art strategies in all kinds of functions, comparable to medical analysis, picture understanding, speech recognition, pure language processing, and lots of, many extra. They’re additionally a foundational software in formulating many machine studying issues.

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