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Why Stochastic Gradient Descent is needed?
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Classroom Contents
Stochastic Gradient Descent
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- 1 Agenda for the session
- 2 Objective of Gradient Descent
- 3 Gradient Descent - The Algorithm
- 4 Types of Gradient Descent
- 5 Stochastic Gradient Descent
- 6 Is Stochastic Gradient Descent Same as Gradient Descent?
- 7 Why Stochastic Gradient Descent is needed?
- 8 How does Stochastic Gradient Descent algorithm work?
- 9 Advantages of Gradient Descent
- 10 Disadvantages of Stochastic Gradient Descent
- 11 Mini batches in Gradient Descent
- 12 Momentum in Gradient Descent
- 13 Why does Stochastic Gradient Descent converge?
- 14 Summarizing the session
