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Stochastic Gradient Descent
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Classroom Contents
Gradient Descent, Step-by-Step
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- 1 Awesome song and introduction
- 2 Main ideas behind Gradient Descent
- 3 Gradient Descent optimization of a single variable, part 1
- 4 An important note about why we use Gradient Descent
- 5 Gradient Descent optimization of a single variable, part 2
- 6 Review of concepts covered so far
- 7 Gradient Descent optimization of two or more variables
- 8 A note about Loss Functions
- 9 Gradient Descent algorithm
- 10 Stochastic Gradient Descent
