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Gradient Descent and Stochastic Gradient Descent

Gradient Descent and Stochastic Gradient Descent

Paul Hand via YouTube Direct link

Stochastic Gradient Descent

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Stochastic Gradient Descent

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Gradient Descent and Stochastic Gradient Descent

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  1. 1 Introduction
  2. 2 Gradient Descent Convergence
  3. 3 Recovery Theorem
  4. 4 Proof
  5. 5 Interpretation
  6. 6 Gradient Descent Challenges
  7. 7 Stochastic Gradient Descent
  8. 8 Step sizes and learning rates
  9. 9 Challenges
  10. 10 Learning Rates

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