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