Linear algebra is a branch of mathematics that deals with linear equations, linear maps, and their representations in vector spaces and matrices. It is used widely in mathematics, engineering, and the sciences to model natural phenomena and compute efficiently. It is also used to approximate nonlinear systems by using the differential of a multivariate function at a point.

Stanford University

Winter 2023

This comprehensive course covers various machine learning principles from supervised, unsupervised to reinforcement learning. Topics also touch on neural networks, support vector machines, bias-variance tradeoffs, and many real-world applications. It requires a background in computer science, probability, multivariable calculus, and linear algebra.

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