Abstract

This lecture overviews Continual Learning that has many applications in DNN training and adaptation. It covers the following topics in detail: catastrophic forgetting, Regularization CL Methods EWC model), Dynamic CL Approaches (DEN model), Complementary architectures (Fearnet model).

DEN model.

Fearnet model.

Continual-Learning-v1.0-Summary