CAP5415 - Training Neural Networks Part 2 - Fall 2020 - Lecture 7

CAP5415 - Training Neural Networks Part 2 - Fall 2020 - Lecture 7

UCF CRCV via YouTube Direct link

Backpropagation - Chain Rule

7 of 18

7 of 18

Backpropagation - Chain Rule

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Classroom Contents

CAP5415 - Training Neural Networks Part 2 - Fall 2020 - Lecture 7

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  1. 1 Network Parameters - recap
  2. 2 Learning phases - recap Images
  3. 3 Loss Function - recap
  4. 4 Train CNN with Gradient Descent
  5. 5 Loss Functions
  6. 6 Differentiability
  7. 7 Backpropagation - Chain Rule
  8. 8 UCF Optimization demo
  9. 9 Stochastic Gradient Descent
  10. 10 Gradient descent oscillations
  11. 11 Momentum
  12. 12 Lowering the learning rate
  13. 13 Problem of fitting
  14. 14 Data fitting problem
  15. 15 Early stopping
  16. 16 Training steps
  17. 17 AlexNet - Training
  18. 18 Residual Networks

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