Continual Learning and Catastrophic Forgetting

Continual Learning and Catastrophic Forgetting

Paul Hand via YouTube Direct link

Regularization

13 of 18

13 of 18

Regularization

Class Central Classrooms beta

YouTube videos curated by Class Central.

Classroom Contents

Continual Learning and Catastrophic Forgetting

Automatically move to the next video in the Classroom when playback concludes

  1. 1 Introduction
  2. 2 Context for continual learning
  3. 3 Training on new data
  4. 4 Catastrophic forgetting
  5. 5 Training from scratch
  6. 6 Replaying training data
  7. 7 Evaluating continual learning
  8. 8 Incremental class learning
  9. 9 Multimodal class learning
  10. 10 Strategies for continual learning
  11. 11 Regularization approaches
  12. 12 Learning without forgetting
  13. 13 Regularization
  14. 14 Elastic Weight Consolidation
  15. 15 Bayesian Learning Perspective
  16. 16 Progressive Neural Networks
  17. 17 generative replay
  18. 18 complementary learning systems

Never Stop Learning.

Get personalized course recommendations, track subjects and courses with reminders, and more.

Someone learning on their laptop while sitting on the floor.