This book programmatically explains ML
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Probability -- Sample space -- Random Variables -- PMF -- PDF -- Expected Values -- Distributions --- Discrete --- Continuous
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Linear Algebra -- Vectors -- Matrices -- Matrix Vector product -- Matrix Matrix product