lifelong-learning

Here are 153 public repositories matching this topic...

ContinualAI / avalanche

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 Oct 29, 2024
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 Mar 21, 2024
Jupyter Notebook

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 Dec 13, 2024
Python

daryllxd / lifelong-learning

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✅ ✅ ✅ A massive repo filled with notes on everything from coding to philosophy to psychology to marketing to product

ruby rails vim markdown elixir phoenix journal notes coursera learn software-engineering note-taking learning-notes software-design lifelong-learning

Updated Jul 13, 2024
Elixir

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 Apr 22, 2024
HTML

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 May 11, 2024

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 May 26, 2023
Python

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

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 Jun 25, 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 Oct 3, 2023
Python

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 May 30, 2023
Python

alphacep / vosk

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VOSK Speech Recognition Toolkit

multilingual python voice-recognition speech-recognition semi-supervised-learning speech-to-text lifelong-learning

Updated Jul 13, 2022
C

sun-hailong / LAMDA-PILOT

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🎉 PILOT: A Pre-trained Model-Based Continual Learning Toolbox

machine-learning deep-learning toolkit reproducible-research pytorch incremental-learning lifelong-learning continual-learning pre-trained-models vision-transformer vision-language-model

Updated Dec 19, 2024
Python

ContinualAI / continual-learning-baselines

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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.

gem assessment literature experiments reproduction ewc lifelong-learning baselines continual-learning elastic-weight-consolidation lwf icarl synaptic-intelligence agem gdumb

Updated Feb 20, 2024
Python

Lifelong-Robot-Learning / LIBERO

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Benchmarking Knowledge Transfer in Lifelong Robot Learning

benchmark manipulation imitation-learning robot-learning lifelong-learning multitask-learning

Updated Aug 22, 2024
Jupyter Notebook

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).