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The Top 23 Continual Learning Open Source Projects

Open source projects categorized as Continual Learning
Categories > Continual Learning
Avalanche ⭐ 1,583
Avalanche: an End-to-End Library for Continual Learning based on PyTorch.
dependent packages 1total releases 6most recent commit 3 months agopypi avalanche-lib} Downloads
Awesome Federated Learning ⭐ 1,481
FedML - The Research and Production Integrated Federated Learning Library: https://fedml.ai
most recent commit 2 years ago
Continual Learning ⭐ 1,190
PyTorch implementation of various methods for continual learning (XdG, EWC, SI, LwF, FROMP, DGR, BI-R, ER, A-GEM, iCaRL, Generative Classifier) in three different scenarios.
most recent commit 10 months ago
Owod ⭐ 894
(CVPR 2021 Oral) Open World Object Detection
most recent commit a year ago
Course Content Dl ⭐ 679
NMA deep learning course
most recent commit 4 months ago
Pycil ⭐ 613
PyCIL: A Python Toolbox for Class-Incremental Learning
most recent commit 3 months ago
Awesome Machine Unlearning ⭐ 508
Awesome Machine Unlearning (A Survey of Machine Unlearning)
most recent commit 3 months ago
Awesome Diffusion Categorized ⭐ 491
collection of diffusion model papers categorized by their subareas
most recent commit 3 months ago
Best Incremental Learning ⭐ 457
An Incremental Learning, Continual Learning, and Life-Long Learning Repository
most recent commit 3 months ago
Facil ⭐ 425
Framework for Analysis of Class-Incremental Learning with 12 state-of-the-art methods and 3 baselines.
most recent commit a year ago
Mammoth ⭐ 424
An Extendible (General) Continual Learning Framework based on Pytorch - official codebase of Dark Experience for General Continual Learning
most recent commit 4 months ago
Continual Learning Papers ⭐ 421
Continual Learning papers list, curated by ContinualAI
most recent commit 6 months ago
Class Incremental Learning ⭐ 414
PyTorch implementation of AANets (CVPR 2021) and Mnemonics Training (CVPR 2020 Oral)
most recent commit a year ago
Continuum ⭐ 343
A clean and simple data loading library for Continual Learning
total releases 52most recent commit a year ago
Colab ⭐ 264
Continual Learning tutorials and demo running on Google Colaboratory.
most recent commit 2 years ago
Renate ⭐ 263
Library for automatic retraining and continual learning
most recent commit 3 months ago
Incremental_learning.pytorch ⭐ 210
A collection of incremental learning paper implementations including PODNet (ECCV20) and Ghost (CVPR-W21).
most recent commit 3 years ago
L2p ⭐ 202
Learning to Prompt (L2P) for Continual Learning @ CVPR22 and DualPrompt: Complementary Prompting for Rehearsal-free Continual Learning @ ECCV22
most recent commit a year ago
Sigir2020_peterrec ⭐ 194
Universal User Representation Pre-training for Cross-domain Recommendation and User Profiling
most recent commit a month ago
Continual Learning Baselines ⭐ 189
Continual learning baselines and strategies from popular papers, using Avalanche. We include EWC, SI, GEM, AGEM, LwF, iCarl, GDumb, and other strategies.
most recent commit 7 months ago
Pycontinual ⭐ 185
PyContinual (An Easy and Extendible Framework for Continual Learning)
most recent commit a year ago
Brain Inspired Replay ⭐ 169
A brain-inspired version of generative replay for continual learning with deep neural networks (e.g., class-incremental learning on CIFAR-100; PyTorch code).
most recent commit 2 years ago
Automerge_server ⭐ 160
AutoMerge: A Framework for Map Assembling and Smoothing in City-scale Environments
most recent commit 2 years ago
The 4 Latest Releases In Continual Learning Open Source Projects
Avalanche ⭐ 1,583
Avalanche: an End-to-End Library for Continual Learning based on PyTorch.
dependent packages 1total releases 6latest release July 28, 2023most recent commit 3 months agopypi avalanche-lib} Downloads
Continuum ⭐ 343
A clean and simple data loading library for Continual Learning
total releases 52latest release January 02, 2023most recent commit a year ago
Dm_nevis ⭐ 71
NEVIS'22: Benchmarking the next generation of never-ending learners
total releases 2latest release November 15, 2022most recent commit a year ago
Proglearn ⭐ 33
NeuroData's package for exploring and using progressive learning algorithms
total releases 8latest release March 17, 2022most recent commit a year ago
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