lifelong-learning

There are 17 repositories under lifelong-learning topic.

avalanche
ContinualAI / avalanche
Avalanche: an End-to-End Library for Continual Learning based on PyTorch.
benchmarks continual-learning continualai deep-learning evaluation framework library lifelong-learning metrics pytorch strategies training
Language:Python 1662
GMvandeVen / continual-learning
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 continual-learning lifelong-learning incremental-learning replay distillation generative-models variational-autoencoder elastic-weight-consolidation replay-through-feedback icarl gradient-episodic-memory task-incremental-learning class-incremental-learning domain-incremental-learning
Language:Jupyter Notebook 1446
daryllxd / lifelong-learning
✅ ✅ ✅ A massive repo filled with notes on everything from coding to philosophy to psychology to marketing to product
rails phoenix ruby elixir learn learning-notes notes note-taking vim coursera software-engineering software-design lifelong-learning journal markdown
Language:Elixir 755
G-U-N / PyCIL
PyCIL: A Python Toolbox for Class-Incremental Learning
incremental-learning lifelong-learning continual-learning machine-learning reproducible-research deep-learning pytorch
Language:Python 687
ContinualAI / continual-learning-papers
Continual Learning papers list, curated by ContinualAI
continual-learning awesome-list lifelong-learning papers online-learning
Language:HTML 505
GT-RIPL / Continual-Learning-Benchmark
Evaluate three types of task shifting with popular continual learning algorithms.
continual-learning continuous-learning lifelong-learning incremental-learning deep-learning artificial-neural-networks
Language:Python 499
mmasana / FACIL
Framework for Analysis of Class-Incremental Learning with 12 state-of-the-art methods and 3 baselines.
framework deep-learning machine-learning reproducible-research incremental-learning continual-learning lifelong-learning survey
Language:Python 496
Vision-Intelligence-and-Robots-Group / Best-Incremental-Learning
An Incremental Learning, Continual Learning, and Life-Long Learning Repository
incremental-learning continual-learning continuous-learning lifelong-learning catastrophic-forgetting
492
Continvvm / continuum
A clean and simple data loading library for Continual Learning
continual-learning lifelong-learning incremental-learning online-learning pytorch dataloader dataset
Language:Python 399
arthurdouillard / incremental_learning.pytorch
A collection of incremental learning paper implementations including PODNet (ECCV20) and Ghost (CVPR-W21).
incremental-learning lifelong-learning continual-learning deep-learning pytorch research
Language:Python 368
alphacep / vosk
VOSK Speech Recognition Toolkit
lifelong-learning multilingual python semi-supervised-learning speech-recognition speech-to-text voice-recognition
Language:C 355
RaptorMai / online-continual-learning
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).
continual-learning computer-vision deep-learning convolutional-neural-networks lifelong-learning incremental-learning catastrophic-forgetting online-continual-learning incremental-continual-learning class-incremental-learning
Language:Python 354
ContinualAI / continual-learning-baselines
Continual learning baselines and strategies from popular papers, using Avalanche. We include EWC, SI, GEM, AGEM, LwF, iCarl, GDumb, and other strategies.
continual-learning lifelong-learning assessment experiments literature reproduction synaptic-intelligence elastic-weight-consolidation ewc gem agem lwf icarl gdumb baselines
Language:Python 235
GMvandeVen / brain-inspired-replay
A brain-inspired version of generative replay for continual learning with deep neural networks (e.g., class-incremental learning on CIFAR-100; PyTorch code).
continual-learning lifelong-learning incremental-learning generative-replay brain-inspired deep-learning artificial-neural-networks split-mnist permuted-mnist split-cifar100 internal-replay replay-through-feedback replay synaptic-intelligence elastic-weight-consolidation variational-autoencoder distillation
Language:Python 216
sun-hailong / LAMDA-PILOT
🎉 PILOT: A Pre-trained Model-Based Continual Learning Toolbox
machine-learning continual-learning deep-learning incremental-learning pre-trained-models vision-language-model vision-transformer reproducible-research lifelong-learning pytorch toolkit
Language:Python 215
fajieyuan / SIGIR2020_peterrec
Universal User Representation Pre-training for Cross-domain Recommendation and User Profiling
transfer-learning recommender-system cold-start user profiling recommendation transfer representation-learning lifelong-learning continual-learning collaborative-filtering self-supervised-learning pretraining cross-domain bert bert-model transformer universal universal-representation lifelong-machine-learning
Language:Python 194
uwidev / life-disciplines-projects
Life-Disciplines-Projects (LDP) is a life-management framework built within Obsidian. Feel free to transform it for your own personal needs.
obsidian-vault obsidian-md obsidian obsidianmd obsidian-community obsidian-dataview workflow workflows framework frameworks life lifestyle lifelong-learning
Language:JavaScript 187
zhoudw-zdw / CIL_Survey
The code repository for "Deep Class-Incremental Learning: A Survey" in PyTorch.
catastrophic-forgetting class-incremental-learning continual-learning lifelong-learning
Language:Python 173
Lifelong-Robot-Learning / LIBERO
Benchmarking Knowledge Transfer in Lifelong Robot Learning
benchmark imitation-learning lifelong-learning manipulation multitask-learning robot-learning
Language:Jupyter Notebook 135
HebbianMetaLearning
enajx / HebbianMetaLearning
Meta-Learning through Hebbian Plasticity in Random Networks: https://arxiv.org/abs/2007.02686
hebbian-plasticity meta-learning reinforcement-learning hebbian hebbian-learning neurips-2020 lifelong-learning
Language:Python 119
ivclab / CPG
Steven C. Y. Hung, Cheng-Hao Tu, Cheng-En Wu, Chien-Hung Chen, Yi-Ming Chan, and Chu-Song Chen, "Compacting, Picking and Growing for Unforgetting Continual Learning," Thirty-third Conference on Neural Information Processing Systems, NeurIPS 2019
deep-neural-networks continual-learning pytorch lifelong-learning classification-model multi-task-learning cpg face-recognition emotion-recognition age-gender-cnn
Language:Python 116
zhoudw-zdw / CVPR22-Fact
The code repository for "Forward Compatible Few-Shot Class-Incremental Learning" (CVPR'22) in PyTorch.
catastrophic-forgetting class-incremental-learning continual-learning few-shot-class-incremental-learning lifelong-learning
Language:Python 103
Impression2805 / CVPR21_PASS
PyTorch implementation of our CVPR2021 (oral) paper "Prototype Augmentation and Self-Supervision for Incremental Learning"
continual-learning incremental-learning lifelong-learning self-supervised-learning
Language:Python 96
zhoudw-zdw / RevisitingCIL
The code repository for "Revisiting Class-Incremental Learning with Pre-Trained Models: Generalizability and Adaptivity are All You Need" in PyTorch.
catastrophic-forgetting class-incremental-learning continual-learning incremental-learning lifelong-learning
Language:Python 90
sair-lab / AirLoop
Lifelong Loop Closure Detection (ICRA 2022)
lifelong-learning loop-closure-detection
Language:Python 87
jrgilbertson / lifelong-learning-system-template
This repository is a getting started kit for a lifelong learning system with Obsidian and Anki.
write lifelong-learning spaced-repetition memory obsidian obsidian-vault anki zettelkasten knowledge-graph note-taking productivity mindfulness
79
imirzadeh / stable-continual-learning
Towards increasing stability of neural networks for continual learning: https://arxiv.org/abs/2006.06958.pdf (NeurIPS'20)
continual-learning catastrophic-forgetting pytorch lifelong-learning deep-learning
Language:Python 74
sair-lab / LGL
Lifelong Graph Learning (CVPR 2022 Oral)
lifelong-learning graph-learning pytorch
Language:Python 69
ContinualAI / avalanche-rl
Avalanche fork adding RL support
continual-learning lifelong-learning reinforcement-learning reinforcement-learning-algorithms framework library
Language:Python 64
MetaSLAM / Ghostar
An integration of MetaSLAM series works
lifelong-learning mapping multi-ag slam
Language:Shell 63
Pervasive-AI-Lab / cvpr_clvision_challenge
CVPR 2020 Continual Learning Challenge - Submit your CL algorithm today!
continual-learning challenge cvpr2020 machine-learning computer-vision lifelong-learning core50 incremental-learning deep-learning
Language:Python 60
h3lio5 / episodic-lifelong-learning
Implementation of "Episodic Memory in Lifelong Language Learning"(NeurIPS 2019) in Pytorch
deep-learning natural-language-processing lifelong-learning continual-learning catastrophic-forgetting pytorch nips-paper nips-2019 experience-replay
Language:Python 56
wannabeOG / MAS-PyTorch
A PyTorch implementation of the ECCV 2018 publication "Memory Aware Synapses: Learning what (not) to forget"
lifelong-learning pytorch incremental-learning eccv-2018 catastrophic-forgetting
Language:Python 54
qcwthu / Lifelong-Fewshot-Language-Learning
The code for lifelong few-shot language learning
lifelong-learning pytorch
Language:Python 53
TLESORT / Generative_Continual_Learning
continual-learning continuous-learning generative-adversarial-network generative-models incremental-learning lifelong-learning pytorch variational-autoencoder
Language:Python 53
RaptorMai / CVPR20_CLVision_challenge
1'st Place approach for CVPR 2020 Continual Learning Challenge
incremental-learning continual-learning lifelong-learning cvpr2020 core50 experience-replay computer-vision
Language:Python 46

lifelong-learning

ContinualAI / avalanche

GMvandeVen / continual-learning

daryllxd / lifelong-learning

G-U-N / PyCIL

ContinualAI / continual-learning-papers

GT-RIPL / Continual-Learning-Benchmark

mmasana / FACIL

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

Continvvm / continuum

arthurdouillard / incremental_learning.pytorch

alphacep / vosk

RaptorMai / online-continual-learning

ContinualAI / continual-learning-baselines

GMvandeVen / brain-inspired-replay

sun-hailong / LAMDA-PILOT

fajieyuan / SIGIR2020_peterrec

uwidev / life-disciplines-projects

zhoudw-zdw / CIL_Survey

Lifelong-Robot-Learning / LIBERO

enajx / HebbianMetaLearning

ivclab / CPG

zhoudw-zdw / CVPR22-Fact

Impression2805 / CVPR21_PASS

zhoudw-zdw / RevisitingCIL

sair-lab / AirLoop

jrgilbertson / lifelong-learning-system-template

imirzadeh / stable-continual-learning

sair-lab / LGL

ContinualAI / avalanche-rl

MetaSLAM / Ghostar

Pervasive-AI-Lab / cvpr_clvision_challenge

h3lio5 / episodic-lifelong-learning

wannabeOG / MAS-PyTorch

qcwthu / Lifelong-Fewshot-Language-Learning

TLESORT / Generative_Continual_Learning

RaptorMai / CVPR20_CLVision_challenge