Statistical learning methods
Additional Info
- ECTS credits: 6
- University: University of Nice - Sophia Antipolis
- Semester: 3
- Lecturer 1: S. Rubenthaler
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Objectives:
The purpose of this course is to provide a self-contained introduction to the field of machine learning, based on a probabilistic approach. Machine learning is indeed a very active field, which has met with great success in academia and in industry. The first part of the lectures will be dedicated to the analysis of the expectation-maximization (EM) algorithm. The second part will address latent linear models and the last one will focus on the notion of kernels.
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Topics:
Machine learning, Bayesian statistics, Information theory, Classification, Regression
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Course units
