ABOUT THIS COURSE
The math you should have had before you started ML. Eight weeks of slow, careful derivations, exercises graded by working engineers, and a final exam you can be proud of.
WHAT YOU'LL LEARN
- 01
Manipulate matrices with confidence
- 02
Derive gradients by hand
- 03
Reason about probability distributions
CURRICULUM
MODULE 01Linear Algebra2 lessons
- VIDEOVectors, spans, and bases30m
- LABEigenvalues by hand40m
MODULE 02Calculus1 lessons
- VIDEOGradients, partials, chain rule28m
MODULE 03Probability1 lessons
- VIDEODistributions you'll actually use32m