Stochastic Gradient Descent 

Introduction and Agenda of Stochastic Gradient Descent

Objective of Gradient Descent

Gradient Descent - The Algorithm

Types of Gradient Descent

Stochastic Gradient Descent

Is Stochastic Gradient Descent same as Gradient Descent?

Why is Stochastic Gradient Descent Needed ?

How Does Stochastic Gradient Descent Algorithm Works ?

Advantages of Stochastic Gradient Descent

Disadvantages of Stochastic Gradient Descent

Mini Batches in Gradient Descent

Momentum in Gradient Descent

Why Does Stochastic Gradient Descent Converge ?

Summary of Stochastic Gradient Descent