In this section, we will cover the topics related to Calculus for AI & ML.
Maths for AI & ML
This sheet contains all the topics that will be covered for Maths for AI & ML.
Below is the list of topics that will be covered in this section.
- Probability
- Integration
- Differentiation
- Rules of Derivatives
- Limit
- Continuity
- Maxima and Minima
- Saddle Point
- Loss Function
- Convexity
- Optimization
- Gradient Descent
- Newton’s Method
We will understand each topic from pure AI & ML perspective.
We will NOT go into much of theoretical proof of everything.
However, we will dive deep as and when required.
However, we will dive deep as and when required.