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