Matrices, linear Algebra, and vector Geometry: The basics -- Matrix decompositions and quadratic forms -- An introduction to Calculus -- Elementary Probability Theory -- Common probability distributions -- An introduction to Statistical Theory -- Putting the math to work: Linear Least-squares Regression.
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