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continual-learning

Here are 50 public repositories matching this topic...

GMvandeVen / continual-learning

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PyTorch implementation of various methods for continual learning (XdG, EWC, online EWC, SI, LwF, DGR, DGR+distill, RtF, iCaRL).

deep-learning artificial-neural-networks replay incremental-learning variational-autoencoder generative-models lifelong-learning distillation continual-learning elastic-weight-consolidation replay-through-feedback icarl

Updated Dec 19, 2019
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 Jul 6, 2020
Python

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 Jun 17, 2020
Jupyter Notebook

yaoyao-liu / mnemonics-training

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PyTorch implementation of "Mnemonics Training: Multi-Class Incremental Learning without Forgetting"

incremental-learning lifelong-learning continual-learning

Updated Jul 4, 2020
Python

arthurdouillard / incremental_learning.pytorch

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A collection of incremental learning paper implementations.

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

Updated Jun 25, 2020
Python

vlomonaco / cvpr_clvision_challenge

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

challenge machine-learning computer-vision deep-learning incremental-learning lifelong-learning continual-learning cvpr2020 core50

Updated Apr 22, 2020
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Continvvm / continuum

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A clean and simple library for Continual Learning

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

Updated Jul 17, 2020
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TLESORT / Generative_Continual_Learning

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pytorch generative-adversarial-network incremental-learning variational-autoencoder generative-models continuous-learning lifelong-learning continual-learning

Updated Nov 22, 2019
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TLESORT / Continual_Learning_Data_Former

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

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

Updated Apr 14, 2020
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h3lio5 / episodic-lifelong-learning

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Implementation of "Episodic Memory in Lifelong Language Learning"(NeurIPS 2019) in Pytorch

natural-language-processing deep-learning pytorch lifelong-learning continual-learning catastrophic-forgetting nips-paper experience-replay nips-2019

Updated Feb 6, 2020
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ContinualAI / website

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ContinualAI official website

slack website machine-learning deep-learning wiki artificial-intelligence continuous-learning lifelong-learning continual-learning

Updated Jul 9, 2020
CSS

Zeta36 / random-memory-adaptation

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Random memory adaptation model inspired by the paper: "Memory-based parameter adaptation (MbPA)"

tensorflow memory-network continual-learning catastrophic-forgetting mbpa

Updated Mar 13, 2018
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ContinualAI / wiki

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ContinualAI Wiki: a collaborative wiki on Continual/Lifelong Machine Learning

wiki hub resources awesome-list collaborative-editing continual-learning lifelong-machine-learning continualai-wiki

Updated Jul 13, 2020
TeX

ivclab / CPG

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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 pytorch face-recognition emotion-recognition multi-task-learning cpg lifelong-learning classification-model age-gender-cnn continual-learning

Updated May 11, 2020
Python

RaptorMai / CVPR20_CLVision_challenge

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1'st Place approach for CVPR 2020 Continual Learning Challenge

computer-vision incremental-learning lifelong-learning continual-learning experience-replay cvpr2020 core50

Updated Jul 14, 2020
Python

crlmaze

vlomonaco / crlmaze

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Continual Reinforcement Learning in 3D Non-stationary Environments

benchmark machine-learning reinforcement-learning deep-learning vizdoom continual-learning non-stationary-environment

Updated Jun 16, 2019
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felix-laumann / Bayesian_CNN_ContinualLearning

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Interpreting Bayesian inference as continual learning with a CNN

convolutional-neural-networks bayesian-inference continual-learning

Updated Jun 15, 2018
Python

imirzadeh / stable-continual-learning

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Towards increasing stability of neural networks for continual learning: https://arxiv.org/abs/2006.06958.pdf

deep-learning pytorch lifelong-learning continual-learning catastrophic-forgetting

Updated Jul 6, 2020
Python

ivclab / PAE

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Steven C. Y. Hung, Jia-Hong Lee, Timmy S. T. Wan, Chein-Hung Chen, Yi-Ming Chan and Chu-Song Chen. "Increasingly Packing Multiple Facial-Informatics Modules in A Unified Deep-Learning Model via Lifelong Learning" 2019 ACM on International Conference on Multimedia Retrieval

deep-neural-networks tensorflow face-recognition pae emotion-recognition multi-task-learning lifelong-learning age-gender-cnn continual-learning age-gender-estimation

Updated May 11, 2020
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mabirck / CatastrophicForgetting-EWC

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#WORK IN PROGRESS PyTorch Implementation of Supervised and Deep Q-Learning EWC(Elastic Weight Consolidation), introduced in "Overcoming Catastrophic Forgetting in Neural Networks"

deep-neural-networks reinforcement-learning deep-learning neural-network pytorch mnist dqn pytorch-tutorial continual-learning dqn-ewc elastic-weight-consolidation overcoming-catastrophic-forgetting

Updated May 25, 2018
Python

ar1-pytorch

vlomonaco / ar1-pytorch

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AR1* with Latent Replay, implemented in PyTorch

computer-vision deep-learning pytorch incremental-learning lifelong-learning continual-learning continualai core50

Updated May 8, 2020
Python

Library

digantamisra98 / Library

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Paper reading list

machine-learning computer-vision deep-learning optimization neural-networks theory nonlinear-dynamics abstract-algebra continual-learning

Updated Jul 15, 2020

szrlee / awesome-continual-learning

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Resources collection for the hot research topic of Continual Learning, a fundamental step stone to Artificial General Intelligence (AGI).

artificial-intelligence artificial-general-intelligence transfer-learning representation-learning incremental-learning continual-learning

Updated Nov 1, 2018

universome / nm-zsl

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Normalization Matters in Zero-Shot Learning

normalization zero-shot-learning lifelong-learning initialization continual-learning

Updated Jul 1, 2020
Jupyter Notebook

vlomonaco / sparse-dynamic-synapses

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"The Unreasonable Effectiveness of Sparse Dynamic Synapses for Continual Learning" paper project.

sparsity deep-learning artificial-intelligence lifelong-learning continual-learning neuroscience-inspired-ai

Updated Dec 5, 2019
Python

lrzpellegrini / Fine-Grained-Continual-Learning

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Implementation of AR1* and CWR* Continual Learning techniques for the NICv2 scenario

machine-learning caffe deep-learning continual-learning continualai

Updated May 7, 2020
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kreimanlab / VariationalPrototypeReplaysCL

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Continual learning using variational prototype replays

classification-task continual-learning few-shot-learning variational-prototypes

Updated Feb 15, 2020
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pgcool / Lifelong-Neural-Topic-Modeling

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Neural Topic Modeling with Continual Lifelong Learning (ICML 2020)

natural-language-processing information-retrieval topic-modeling unsupervised-learning nlp-machine-learning lifelong-learning continual-learning

Updated Jun 21, 2020
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florianwiech / incremental-machine-learning

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comparative evaluation of incremental machine learning methods

neural-network tensorflow numpy agi python3 neural-networks artificial-general-intelligence tensorflow-framework colloquium ewc continuous-learning deep-neural-network continual-learning elastic-weight-consolidation overcoming-catastrophic-forgetting fisher-information-matrix incremental-machine-learning

Updated Aug 6, 2019
TeX

DadianisBidza / Continual-Keras

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Keras-based framework for implementing continual learning methods.

deep-learning keras ewc lifelong-learning continual-learning catastrophic-forgetting lifelong-ml

Updated Feb 15, 2020
Python

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