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Linear Algebra provides the essential data structures and algorithms for dealing with multivariate datasets. We start with building a strong foundation on this subject.
Much of machine learning is fitting function to data in order to minimize a loss function. Calculus provides the essential foundation to understand functions, losses, and optimization strategies.