C4
Calculus for Backpropagation
4 lessons2 hoursPlannedFree
Outcome
Derive gradients by hand and verify them numerically.
Prerequisites
- Python basics.
Lessons
- L01Derivatives and the chain rule · coming soonExercise: Differentiate a composed function.
- L02Computation graphs · coming soonExercise: Draw and evaluate a small graph.
- L03Backprop for a two-layer network · coming soonExercise: Derive and check gradients with finite differences.
- L04Jacobians and vectorization · coming soonExercise: Vectorize a loop in NumPy.