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.