Continual learning baselines and strategies from popular papers, using Avalanche. We include EWC, SI, GEM, AGEM, LwF, iCarl, GDumb, and other strategies.
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Feb 20, 2024 - Python
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Continual learning baselines and strategies from popular papers, using Avalanche. We include EWC, SI, GEM, AGEM, LwF, iCarl, GDumb, and other strategies.
Keras-based framework for implementing continual learning methods.
Tensorflow 1.x implementation of EWC, evaluated on permuted MNIST
A spaCy library for Named Entity Recognition with Elastic Weight Consolidation.
A short script to search for optimal values of lambda in the sequential learning technique Elastic Weight Consolidation
Documentation repository for EWC Automation Suites: Network Essentials and DC Fabric
The ability to learn tasks in a sequential fashion is crucial to the development of artificial intelligence. Until now neural networks have not been capable of this and it has been widely thought that catastrophic forgetting is an inevitable feature of connectionist models.
StackStorm pack containing demo workflows and automations
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