incremental-learning

Here are 184 public repositories matching this topic...

online-ml / river

🌊 Online machine learning in Python

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

Updated Dec 2, 2023
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 Jun 19, 2023
Python

openvinotoolkit / training_extensions

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

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

Updated Dec 1, 2023
Python

JosephKJ / OWOD

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(CVPR 2021 Oral) Open World Object Detection

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

Updated Dec 19, 2022
Python

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 Sep 19, 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

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

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 Nov 7, 2023

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

esbmc / esbmc

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

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

Updated Dec 2, 2023
C

selimfirat / pysad

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

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

Updated Oct 12, 2023
Python

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).

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

Updated Jul 6, 2023
Python

Mattdl / CLsurvey

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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 classification tasks." in IEEE TPAMI.

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

Updated Jun 3, 2021
Python

outbrain / fwumious_wabbit

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

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

Updated Dec 3, 2023
Rust

JH-LEE-KR / l2p-pytorch

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

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

Updated Oct 14, 2023
Python

alipsgh / tornado

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

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

Updated Oct 31, 2023
Python

MBKraus / incremental_training

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

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

Updated May 1, 2023
Python

ThyrixYang / awesome-artificial-intelligence-research

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

machine-learning natural-language-processing recognition reinforcement-learning computer-vision deep-learning paper detection artificial-intelligence generative-adversarial-network awesome-list transfer-learning automl incremental-learning interpretability domain-adaptation meta-learning graph-neural-networks self-supervised-learning reinforcement-learning-resources

Updated Nov 28, 2022

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