continual-learning

Here are 270 public repositories matching this topic...

chaoyanghe / Awesome-Federated-Learning

FedML - The Research and Production Integrated Federated Learning Library: https://fedml.ai

machine-learning privacy computer-vision semi-supervised-learning transfer-learning wireless-communication distributed-optimization interpretability neural-architecture-search federated-learning continual-learning vertical-federated-learning non-iid decentralized-federated-learning hierarchical-federated-learning adversarial-attack-and-defense communication-efficiency straggler-problem computation-efficiency incentive-mechanism

Updated Sep 3, 2022

ContinualAI / avalanche

Star

Avalanche: an End-to-End Library for Continual Learning based on PyTorch.

training library framework deep-learning metrics evaluation pytorch benchmarks strategies lifelong-learning continual-learning continualai

Updated Mar 17, 2023
Python

GMvandeVen / continual-learning

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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.

deep-learning artificial-neural-networks replay incremental-learning variational-autoencoder generative-models lifelong-learning distillation continual-learning elastic-weight-consolidation replay-through-feedback icarl gradient-episodic-memory class-incremental-learning task-incremental-learning domain-incremental-learning

Updated Feb 23, 2023
Python

JosephKJ / OWOD

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(CVPR 2021 Oral) Open World Object Detection

open-world object-detection cvpr incremental-learning energy-based-model continual-learning detectron2 contrastive-learning cvpr2021

Updated Dec 19, 2022
Python

NeuromatchAcademy / course-content-dl

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NMA deep learning course

deep-learning transformers recurrent-neural-networks reinforcement-learning-algorithms convolutional-neural-networks continual-learning

Updated Feb 28, 2023
Jupyter Notebook

GT-RIPL / Continual-Learning-Benchmark

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Evaluate three types of task shifting with popular continual learning algorithms.

deep-learning artificial-neural-networks incremental-learning continuous-learning lifelong-learning continual-learning

Updated Apr 26, 2021
Python

mmasana / FACIL

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Framework for Analysis of Class-Incremental Learning with 12 state-of-the-art methods and 3 baselines.

machine-learning framework deep-learning reproducible-research survey incremental-learning lifelong-learning continual-learning

Updated Nov 11, 2022
Python

yaoyao-liu / class-incremental-learning

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PyTorch implementation of AANets (CVPR 2021) and Mnemonics Training (CVPR 2020 Oral)

continual-learning class-incremental-learning

Updated Dec 29, 2022
Python

ContinualAI / continual-learning-papers

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Continual Learning papers list, curated by ContinualAI

awesome-list papers online-learning lifelong-learning continual-learning

Updated Jul 25, 2022
HTML

Continvvm / continuum

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A clean and simple data loading library for Continual Learning

pytorch dataset dataloader online-learning incremental-learning lifelong-learning continual-learning

Updated Mar 11, 2023
Python

aimagelab / mammoth

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An Extendible (General) Continual Learning Framework based on Pytorch - official codebase of Dark Experience for General Continual Learning

deep-learning pytorch knowledge-distillation der continual-learning experience-replay neurips2020 dark-experience-replay

Updated Mar 3, 2023
Python

arthurdouillard / incremental_learning.pytorch

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A collection of incremental learning paper implementations including PODNet (ECCV20) and Ghost (CVPR-W21).

research deep-learning pytorch incremental-learning lifelong-learning continual-learning

Updated Nov 22, 2022
Python

G-U-N / PyCIL

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PyCIL: A Python Toolbox for Class-Incremental Learning

machine-learning deep-learning reproducible-research pytorch incremental-learning lifelong-learning continual-learning

Updated Mar 14, 2023
Python

Vision-Intelligence-and-Robots-Group / Best-Incremental-Learning

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An Incremental Learning, Continual Learning, and Life-Long Learning Repository

incremental-learning continuous-learning lifelong-learning continual-learning catastrophic-forgetting

Updated Mar 9, 2023

ContinualAI / colab

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Continual Learning tutorials and demo running on Google Colaboratory.

demo machine-learning tutorials artificial-intelligence continual-learning notebook-jupyter colaboratory

Updated Jul 8, 2022
Jupyter Notebook

RaptorMai / online-continual-learning

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A collection of online continual learning paper implementations and tricks for computer vision in PyTorch, including our ASER(AAAI-21), SCR(CVPR21-W) and an online continual learning survey (Neurocomputing).

computer-vision deep-learning convolutional-neural-networks incremental-learning lifelong-learning continual-learning catastrophic-forgetting online-continual-learning class-incremental-learning incremental-continual-learning

Updated Nov 6, 2021
Python

google-research / l2p

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Learning to Prompt (L2P) for Continual Learning @ CVPR22 and DualPrompt: Complementary Prompting for Rehearsal-free Continual Learning @ ECCV22

deep-learning continual-learning jax

Updated Dec 8, 2022
Python

MetaSLAM / AutoMerge_Server

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AutoMerge: A Framework for Map Assembling and Smoothing in City-scale Environments

localization robotics merge slam multi-agent-systems continual-learning

Updated Sep 1, 2022

ZixuanKe / PyContinual

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PyContinual (An Easy and Extendible Framework for Continual Learning)

natural-language-processing text-classification transfer-learning attention-mechanism knowledge-transfer capsule-network continual-learning catastrophic-forgetting transformer-architecture

Updated Mar 19, 2023
Python

GMvandeVen / brain-inspired-replay

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A brain-inspired version of generative replay for continual learning with deep neural networks (e.g., class-incremental learning on CIFAR-100; PyTorch code).

deep-learning artificial-neural-networks replay incremental-learning variational-autoencoder lifelong-learning distillation brain-inspired continual-learning elastic-weight-consolidation replay-through-feedback split-mnist generative-replay permuted-mnist split-cifar100 internal-replay synaptic-intelligence

Updated Aug 17, 2022
Python

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