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547

5.1k

bsd-3-clause

83

🌊 Online machine learning in Python

python streaming data-science concept-drift streaming-data online-learning machine-learning online-statistics stream-processing incremental-learning real-time-processing online-machine-learning

Created 2019-01-24

3,913 commits to main branch, last one about a month ago

continual-learning GMvandeVen

311

1.6k

mit

28

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.

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

Created 2018-09-26

41 commits to master branch, last one 7 months ago

training_extensions openvinotoolkit

443

1.1k

apache-2.0

45

Train, Evaluate, Optimize, Deploy Computer Vision Models via OpenVINO™

automl pytorch datumaro openvino quantization deep-learning computer-vision machine-learning object-detection anomaly-detection transfer-learning action-recognition image-segmentation image-classification incremental-learning self-supervised-learning semi-supervised-learning neural-networks-compression hyper-parameter-optimization

Created 2018-10-26

993 commits to develop branch, last one 22 hours ago

OWOD JosephKJ

155

1.0k

apache-2.0

22

(CVPR 2021 Oral) Open World Object Detection

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

Created 2020-09-29

77 commits to master branch, last one about a year ago

PyCIL G-U-N

138

810

other

8

PyCIL: A Python Toolbox for Class-Incremental Learning

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

Created 2021-12-23

136 commits to master branch, last one about a month ago

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

50

554

unknown

19

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

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

Created 2022-03-30

209 commits to main branch, last one 5 months ago

FACIL mmasana

99

525

mit

9

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

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

Created 2020-09-22

11 commits to master branch, last one about a year ago

Continual-Learning-Benchmark GT-RIPL

92

508

mit

15

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

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

Created 2018-11-30

17 commits to master branch, last one 4 years ago

continuum Continvvm

42

416

mit

10

A clean and simple data loading library for Continual Learning

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

Created 2020-04-11

1,142 commits to master branch, last one about a year ago

incremental_learning.pytorch arthurdouillard

60

387

mit

15

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

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

Created 2019-04-02

168 commits to master branch, last one 3 years ago

online-continual-learning RaptorMai

57

377

unknown

6

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 (Neurocomp...

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

Created 2021-01-29

27 commits to main branch, last one 3 years ago

LAMDA-PILOT sun-hailong

32

308

mit

5

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

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

Created 2023-08-30

68 commits to main branch, last one about a month ago

esbmc esbmc

96

296

other

17

The efficient SMT-based context-bounded model checker (ESBMC)

c bmc cpp cheri kotlin python cp-solver smt-solver k-induction automated-testing solidity-contracts incremental-learning automated-verification

Created 2015-06-20

24,126 commits to master branch, last one a day ago

pysad selimfirat

22

241

bsd-3-clause

6

Streaming Anomaly Detection Framework in Python (Outlier Detection for Streaming Data)

python anomaly outliers real-time streaming-data fraud-detection machine-learning anomaly-detection outlier-detection intrusion-detection incremental-learning unsupervised-learning

Created 2020-06-05

217 commits to master branch, last one about a year ago

brain-inspired-replay GMvandeVen

64

227

mit

7

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

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

Created 2020-08-04

10 commits to master branch, last one 3 years ago

CLsurvey Mattdl

24

197

other

9

Continual Hyperparameter Selection Framework. Compares 11 state-of-the-art Lifelong Learning methods and 4 baselines. Official Codebase of "A continual learning survey: Defying forgetting in classifi...

hat icarl tpami packnet framework inaturalist tinyimagenet deep-learning defy-forgetting neural-networks continual-learning classification-tasks incremental-learning hyperparameter-tuning memory-aware-synapses synaptic-intelligence gradient-episodic-memory incremental-moment-matching elastic-weight-consolidation

Created 2020-04-06

6 commits to master branch, last one 3 years ago

l2p-pytorch JH-LEE-KR

22

176

apache-2.0

2

PyTorch Implementation of Learning to Prompt (L2P) for Continual Learning @ CVPR22

deep-learning continual-learning incremental-learning pytorch-implemention

Created 2022-08-28

37 commits to main branch, last one about a year ago

fwumious_wabbit outbrain

19

134

other

14

Fwumious Wabbit, fast on-line machine learning toolkit written in Rust

rust deep-learning online-learning machine-learning data-stream-mining logistic-regression incremental-learning factorization-machines

Created 2020-09-14

1,003 commits to main branch, last one 5 months ago

tornado alipsgh

32

127

mit

7

The Tornado :tornado: framework, designed and implemented for adaptive online learning and data stream mining in Python.

ddm eddm hddm mddm adwin fhddm data-stream concept-drift drift-detection online-learning adaptive-learning incremental-learning

Created 2017-09-06

72 commits to master branch, last one about a year ago

iOD JosephKJ

22

121

apache-2.0

4

(TPAMI 2021) iOD: Incremental Object Detection via Meta-Learning

tpami pami-2021 detectron2 meta-learning object-detection continual-learning incremental-learning

Created 2021-10-19

26 commits to main branch, last one about a year ago

incremental_training MBKraus

56

119

unknown

6

Repo that relates to the Medium blog 'Keeping your ML model in shape with Kafka, Airflow' and MLFlow'

kafka keras docker mlflow airflow data-science docker-compose incremental-learning

Created 2019-10-25

61 commits to master branch, last one 2 years ago

RevisitingCIL zhoudw-zdw

20

118

unknown

2

Revisiting Class-Incremental Learning with Pre-Trained Models: Generalizability and Adaptivity are All You Need (IJCV 2024)

lifelong-learning continual-learning incremental-learning catastrophic-forgetting class-incremental-learning

Created 2023-03-13

11 commits to main branch, last one 2 months ago

deep-river online-ml

10

115

bsd-3-clause

5

This repository has no description...

stream pytorch data-science deep-learning neural-network online-learning machine-learning outlier-detection incremental-learning online-deep-learning

Created 2021-11-17

619 commits to master branch, last one 2 months ago

StreamAD Fengrui-Liu

23

114

apache-2.0

6

Online anomaly detection for data streams/ Real-time anomaly detection for time series data.

python streaming timeseries time-series data-streams online-learning machine-learning anomaly-detection outlier-detection real-time-detection incremental-learning data-stream-processing

Created 2020-11-16

245 commits to main branch, last one about a year ago

awesome-artificial-intelligence-research ThyrixYang

15

113

unknown

5

A curated list of Artificial Intelligence (AI) Research, tracks the cutting edge trending of AI research, including recommender systems, computer vision, machine learning, etc.