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Density estimation
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Mathematics of Data: Overview and Examples
Covers empirical risk minimization, statistical learning, and examples of cancer prediction, house pricing, and image generation.
Markov Chain Monte Carlo
Covers the Markov Chain Monte Carlo method and the Metropolis-Hastings algorithm for generating samples from a target probability distribution.