How to Create a Neural Network and Train It to Identify Doodles

How to Create a Neural Network and Train It to Identify Doodles

Sebastian Lague via YouTube Direct link

Some partial derivatives

15 of 21

15 of 21

Some partial derivatives

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Classroom Contents

How to Create a Neural Network and Train It to Identify Doodles

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  1. 1 Introduction
  2. 2 The decision boundary
  3. 3 Weights
  4. 4 Biases
  5. 5 Hidden layers
  6. 6 Programming the network
  7. 7 Activation functions
  8. 8 Cost
  9. 9 Gradient descent example
  10. 10 The cost landscape
  11. 11 Programming gradient descent
  12. 12 It's learning! slowly
  13. 13 Calculus example
  14. 14 The chain rule
  15. 15 Some partial derivatives
  16. 16 Backpropagation
  17. 17 Digit recognition
  18. 18 Drawing our own digits
  19. 19 Fashion
  20. 20 Doodles
  21. 21 The final challenge

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