Calculus

1. Basics:

Limits and continuity, Derivatives: definition and basic rules, Derivatives: chain rule and other advanced topics, Applications of derivatives, Analyzing functions, Integrals, Differential equations, Applications of integrals.

2. Building an intitution of Calculus:

Big picture of Calculus, Max and Min and Second Derivative, Exponential function, Integrals, Rules in Caclulus.

3. Calculus and Optimization for Machine Learning:

Singlevariate Functions, Multivariate Functions, Basic optimisation.