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Mini-Course B — Math for Machine Learning
Mini-Course B — Math for Machine Learning
8 modules · 0 with slides
I
Vectors as features; geometry as intuition
II
Matrices as linear transforms
III
Derivatives and gradients (ML focus)
IV
Chain rule → computation graph
V
Probability & likelihood (essential pieces)
VI
Cross-entropy and softmax
VII
Regularization and bias-variance
VIII
Capstone: Derive + implement gradient descent