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Stochastic Gradient Descent with Single Sample vs. Mini-Batch
6 topics across 5 chapters
Chapter 1
Understanding Gradient Descent Variants
Chapter 2
Advantages and Disadvantages of Stochastic Gradient Descent
Chapter 3
Advantages and Disadvantages of Mini-Batch Gradient Descent
Chapter 4
Choosing the Optimal Batch Size for Mini-Batch Gradient Descent
Chapter 5
Implementing Mini-Batch Gradient Descent in Python