Avoiding Catastrophe - Active Dendrites Enable Multi-Task Learning in Dynamic Environments

Avoiding Catastrophe - Active Dendrites Enable Multi-Task Learning in Dynamic Environments

Yannic Kilcher via YouTube Direct link

- Introduction

1 of 12

1 of 12

- Introduction

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Avoiding Catastrophe - Active Dendrites Enable Multi-Task Learning in Dynamic Environments

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  1. 1 - Introduction
  2. 2 - Paper Overview
  3. 3 - Catastrophic forgetting in continuous and multi-task learning
  4. 4 - Dendrites in biological neurons
  5. 5 - Sparse representations in biology
  6. 6 - Active dendrites in deep learning
  7. 7 - Experiments on multi-task learning
  8. 8 - Experiments in continual learning and adaptive prototyping
  9. 9 - Analyzing the inner workings of the algorithm
  10. 10 - Is this the same as just training a larger network?
  11. 11 - How does this relate to attention mechanisms?
  12. 12 - Final thoughts and comments

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