Lectures related to Signature Kernels: Universal Feature Sets for Data Science

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Introduces data-driven modeling with a focus on regression, covering linear regression, risks of inductive reasoning, PCA, and ridge regression.

Covers the basics of machine learning, including dataset division and model training.