08/12/2021 Professional & Short Term Course
Machine learning (ML) is the study of computer algorithms that can improve automatically through experience. This course is about learning to extract statistical structure from data, making decisions and predictions, as well as for visualization. The course will cover many of the most important mathematical and computational tools for probabilistic modeling, as well as examine specific models from the literature and examine how they can be used for particular types of data. There will be a heavy emphasis on implementation. You may use Matlab, Python, or R. Each of the five assignments will involve some amount of coding, and the final project will almost certainly require the running of computer experiments.
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