Training Machines to Learn the Way Humans Do - An Alternative to Backpropagation

Training Machines to Learn the Way Humans Do - An Alternative to Backpropagation

Santa Fe Institute via YouTube Direct link

Introduction

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1 of 32

Introduction

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Classroom Contents

Training Machines to Learn the Way Humans Do - An Alternative to Backpropagation

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  1. 1 Introduction
  2. 2 How do animals learn
  3. 3 Machine learning
  4. 4 Artificial neural network
  5. 5 One layer networks
  6. 6 Multilayer networks
  7. 7 Local Learning
  8. 8 Dendritigated Networks
  9. 9 Gating
  10. 10 Inputs
  11. 11 Cat Theory
  12. 12 Local Learning Recap
  13. 13 Dendodegated Networks
  14. 14 Biologically Possible
  15. 15 Desirable Features
  16. 16 Cerebellum
  17. 17 Purkinje Cells
  18. 18 Experiments
  19. 19 Computational Experiments
  20. 20 Vestibulo ocular reflex
  21. 21 Cerebellum prediction
  22. 22 Learning chaotic signals
  23. 23 Plotting weights
  24. 24 Remembering old tasks
  25. 25 Training on multiple tasks
  26. 26 Hyperparameters
  27. 27 Example Task
  28. 28 Nutrition Boundaries
  29. 29 Learning
  30. 30 Directions
  31. 31 Conclusion
  32. 32 Interview

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