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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Updated
Feb 20, 2024 - Python
Continual learning baselines and strategies from popular papers, using Avalanche. We include EWC, SI, GEM, AGEM, LwF, iCarl, GDumb, and other strategies.
DEPRECATED & OBSOLETE! Previously StackStorm Enterprise (EWC) Workflow Editor. Now integrated directly into StackStorm OSS Core platform (st2web).
Keras-based framework for implementing continual learning methods.
Implementation of ews weight constraint mentioned in recent Deep Mind paper: http://www.pnas.org/content/early/2017/03/13/1611835114.full.pdf
comparative evaluation of incremental machine learning methods
Tensorflow 1.x implementation of EWC, evaluated on permuted MNIST
This respository hosts the Trust List for the EWC Large Scale Pilots and is co-founded by EU Commission
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
Continual learning for PyTorch models. Wrap once. Train forever.
Continual Reinforcement Learning for Adaptive Ocean Thermal Energy Conversion Control using PPO and Elastic Weight Consolidation
A comparative evaluation of continual learning strategies to mitigate catastrophic forgetting in neural networks.
The Self-Improving AI Production Platform — production signals → automatic annotation → active learning curation → LoRA fine-tuning with EWC → regression guard → zero-downtime deployment. The data flywheel, open-sourced.
ZERO — a chess engine that taught itself chess from nothing. No human games. No opening theory. No endgame tables. Pure self-play reinforcement learning on a single consumer GPU.
A continual learning thesis project evaluating pre-trained ViT-Tiny with adapters and EWC for reducing catastrophic forgetting in sequential image classification.
StackStorm pack containing demo workflows and automations
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