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Top 17 lifelong-learning open source projects

SIGIR2021 Conure

One Person, One Model, One World: Learning Continual User Representation without Forgetting

A pytorch compatible data loader to create sequence of tasks for Continual Learning

✭ 32

python machine-learning deep-learning incremental-learning lifelong-learning continual-learning continualai

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

✭ 91

python shell deep-neural-networks pytorch face-recognition emotion-recognition multi-task-learning cpg lifelong-learning classification-model age-gender-cnn continual-learning

MetaLifelongLanguage

Repository containing code for the paper "Meta-Learning with Sparse Experience Replay for Lifelong Language Learning".

✭ 21

python natural-language-processing text-classification relation-extraction meta-learning lifelong-learning continual-learning experience-replay

AI physicist

AI Physicist, a paradigm with algorithms for learning theories from data, by Wu and Tegmark (2019)

✭ 23

python Jupyter Notebook simplification symbolic-regression unification lifelong-learning ai-physicist differentiable-divide-and-conquer

cvpr clvision challenge

CVPR 2020 Continual Learning Challenge - Submit your CL algorithm today!

✭ 57

python shell Dockerfile CSS Makefile javascript challenge machine-learning computer-vision deep-learning incremental-learning lifelong-learning continual-learning cvpr2020 core50

CVPR21 PASS

PyTorch implementation of our CVPR2021 (oral) paper "Prototype Augmentation and Self-Supervision for Incremental Learning"

✭ 55

python incremental-learning lifelong-learning continual-learning self-supervised-learning

lifelong-learning

lifelong learning: record and analysis of my knowledge structure

✭ 18

lifelong-learning knowledge-structure study-roadmap

HebbianMetaLearning

Meta-Learning through Hebbian Plasticity in Random Networks: https://arxiv.org/abs/2007.02686

✭ 77

python reinforcement-learning hebbian-learning meta-learning lifelong-learning hebbian neurips-2020 hebbian-plasticity

AirLoop

AirLoop: Lifelong Loop Closure Detection

✭ 49

python lifelong-learning loop-closure-detection

Remembering-for-the-Right-Reasons

Official Implementation of Remembering for the Right Reasons (ICLR 2021)

✭ 27

python lifelong-learning xai continual-learning continual-learning-xai

reproducible-continual-learning

Continual learning baselines and strategies from popular papers, using Avalanche. We include EWC, SI, GEM, AGEM, LwF, iCarl, GDumb, and other strategies.

✭ 118