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Phase 01 · 22 lessons
Math Foundations
The intuition behind every AI algorithm, through code.
01Linear Algebra IntuitionLearn02Vectors, Matrices & OperationsBuild03Matrix TransformationsBuild04Calculus for Machine LearningLearn05Chain Rule & Automatic DifferentiationBuild06Probability and DistributionsLearn07Bayes' TheoremBuild08OptimizationBuild09Information TheoryLearn10Dimensionality ReductionBuild11Singular Value DecompositionBuild12Tensor OperationsBuild13Numerical StabilityBuild14Norms and DistancesBuild15Statistics for Machine LearningBuild16Sampling MethodsBuild17Linear SystemsBuild18Convex OptimizationBuild19Complex Numbers for AILearn20The Fourier TransformBuild21Graph Theory for Machine LearningBuild22Stochastic ProcessesLearn