Calculus Fundamentals
Calculus Fundamentals
Calculus
Calculus for AI & ML
less than a minute
In this section, we will cover the topics related to Calculus for AI & ML.
Calculus for AI & ML
This sheet contains all the topics that will be covered for Calculus 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
End of Section
Optimization
Loss Function, Convexity & Optimization
Gradient Descent
Gradient Descent for Optimization
Newton's Method
Newton’s Method for Optimization