Deep Learning · TEE · chapter
Mathematics revision
Notation, linear algebra, differentiation, probability and logarithms. Use this short refresher when required; elementary arithmetic is assumed.
- Variables functions and symbols
- Drill 1 Signs and brackets
- Matrix multiplication: every row has a job
- Drill 4 Dot product and bias
- Drill 5 Matrix rows receive inputs
- Derivatives without a calculus course
- The chain rule is multiplying linked effects
- Drill 6 Chain rule on a tiny loss
- Probability mean and variance in plain language
- Exponentials and natural logarithms
- Drill 3 Natural log and probability