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LearnPact Foundation
IB
IISc Bangalore
via NPTEL

Mathematical Foundations of Machine Learning

Govt-backed Artificial Intelligence Free to learn Video course

Worth knowing: Lectures are free. The certificate is optional and needs a proctored exam that costs ₹1,000.

This course introduces the mathematical foundations of machine learning, covering risk minimization, density estimation, regularization, and generalization. Students learn classical methods such as linear models, kernel machines, SVMs, decision trees, and ensemble techniques, as well as modern deep learning approaches…

Available in: English

Open the free course on NPTEL

Last indexed by LearnPact Foundation on 26 September 2026. Course details, availability and pricing are owned by IISc Bangalore and may have changed since.

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