CMPS142 Machine Learning Notes | Assignment Help | Syllabus
Country: United States of America (USA)
University: University Of California Santa Cruz
Algorithms for machine learning are introduced. Covers statistical decision theory and pattern recognition, artificial intelligence, and theoretical computer science learning models. The Probably Approximately Correct (PAC) learning framework, density estimation and Bayesian learning, EM, regression, and online learning are among the topics covered. Introduces common learning techniques including neural networks, decision trees, boosting, closest neighbor, and support vector machines. One significant experimental learning project or theoretical article is required. It is not possible for students to earn credit for both this and course 142. CMPSMS, CMPSPHD, CMPEMS, CMPEPHD, AMSPHD, BMEPHD, EEPHD, TIMPHD, CMPSMS, CMPSPHD, CMPEMS, CMPEPHD, AMSPHD, BMEPHD, EEPHD, TIMPHD, CMPSMS, CMPSPHD, CMPEMS, CMPEPHD, AMSPHD, BMEPHD
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