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Understanding Catastrophic Forgetting
The Biggest Obstacle for Continual Learning Machines
Lecture #2: Understanding Catastrophic Forgetting - Video Recording
Lecture #2: Understanding Catastrophic Forgetting - Slides
02_forgetting.pdf
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Slides PDF
In this lecture we will address the following points:
  • What is catastrophic forgetting?
  • Understanding forgetting with one neuron
  • A deep learning example: Permuted and Split MNIST
  • Brainstorming session: how to solve forgetting?
  • Avalanche: an end-to-end library for continual learning research
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