Math Foundations
22 个课时
01 Linear Algebra Intuition
CODE QUIZ 1 OUTPUTS
✓ → 02 Vectors, Matrices & Operations CODE QUIZ 1 OUTPUTS
✓ → 03 Matrix Transformations CODE QUIZ 1 OUTPUTS
✓ → 04 Calculus for Machine Learning CODE QUIZ 1 OUTPUTS
✓ → 05 Chain Rule & Automatic Differentiation CODE QUIZ 1 OUTPUTS
✓ → 06 Probability and Distributions CODE QUIZ 1 OUTPUTS
✓ → 07 Bayes' Theorem CODE QUIZ 1 OUTPUTS
✓ → 08 Optimization CODE QUIZ 1 OUTPUTS
✓ → 09 Information Theory CODE QUIZ 1 OUTPUTS
✓ → 10 Dimensionality Reduction CODE QUIZ 1 OUTPUTS
✓ → 11 Singular Value Decomposition CODE QUIZ 1 OUTPUTS
✓ → 12 Tensor Operations CODE QUIZ 2 OUTPUTS
✓ → 13 Numerical Stability CODE QUIZ 1 OUTPUTS
✓ → 14 Norms and Distances CODE QUIZ 1 OUTPUTS
✓ → 15 Statistics for Machine Learning CODE QUIZ 1 OUTPUTS
✓ → 16 Sampling Methods CODE QUIZ 1 OUTPUTS
✓ → 17 Linear Systems CODE QUIZ 1 OUTPUTS
✓ → 18 Convex Optimization CODE QUIZ 1 OUTPUTS
✓ → 19 Complex Numbers for AI CODE QUIZ 1 OUTPUTS
✓ → 20 The Fourier Transform CODE QUIZ 1 OUTPUTS
✓ → 21 Graph Theory for Machine Learning CODE QUIZ 1 OUTPUTS
✓ → 22 Stochastic Processes CODE QUIZ 1 OUTPUTS
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