Functions & limits

Derivatives (definition, rules: chain, product, quotient)

Partial derivatives

Gradients & gradient vectors

The Jacobian matrix

The Hessian matrix

Integrals (definite & indefinite)

The chain rule (critical for backpropagation)

Multivariable calculus

Taylor series & approximation

Optimization basics (minima, maxima, saddle points)