Phase 01

Math Foundations

The intuition behind every AI algorithm, through code, not textbooks.

01Linear Algebra IntuitionLearn~60 minutesQuiz 02Vectors, Matrices & OperationsBuild~60 minutesQuiz 03Matrix TransformationsBuild~75 minutesQuiz 04Calculus for Machine LearningLearn~60 minutesQuiz 05Chain Rule & Automatic DifferentiationBuild~90 minutesQuiz 06Probability and DistributionsLearn~75 minutesQuiz 07Bayes' TheoremBuild~75 minutesQuiz 08OptimizationBuild~75 minutesQuiz 09Information TheoryLearn~60 minutesQuiz 10Dimensionality ReductionBuild~90 minutesQuiz 11Singular Value DecompositionBuild~120 minutesQuiz 12Tensor OperationsBuild~90 minutesQuiz 13Numerical StabilityBuild~120 minutesQuiz 14Norms and DistancesBuild~90 minutesQuiz 15Statistics for Machine LearningBuild~120 minutesQuiz 16Sampling MethodsBuild~120 minutesQuiz 17Linear SystemsBuild~120 minutesQuiz 18Convex OptimizationBuild~90 minutesQuiz 19Complex Numbers for AILearn~60 minutesQuiz 20The Fourier TransformBuild~90 minutesQuiz 21Graph Theory for Machine LearningBuild~90 minutesQuiz 22Stochastic ProcessesLearn~75 minutesQuiz

“Stay hungry, stay foolish.”

— Steve Jobs