Anaira Enterprises — Machine Learning textbook by Kevin P. Murphy (author: Senior Staff Research Scientist)Comprehensive probabilistic introduction using probabilistic models and inferenceIncludes PMTK MATLAB code and examples; PMTK (probabilistic modeling toolkit) freely available onlineCovers probability, optimization, and linear algebra plus conditional random fields, L1 regularization, and deep learningInformal, accessible style with pseudo-code, color images, and copious worked examplesWorked examples drawn from biology, text processing, computer vision, and robotics.
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