incremental-learning · GitHub Topics

#计算机科学#🌊 Online machine learning in Python

incremental-learning 机器学习 Python online-learning online-statistics 数据科学 streaming online-machine-learning streaming-data concept-drift real-time-processing stream-processing

Python 5.39 k

6 天前

GMvandeVen / continual-learning

#计算机科学#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.

深度学习 artificial-neural-networks continual-learning incremental-learning replay distillation generative-models variational-autoencoder

Jupyter Notebook 1.72 k

1 个月前

open-edge-platform / training_extensions

#计算机科学#Train, Evaluate, Optimize, Deploy Computer Vision Models via OpenVINO™

openvino 机器视觉深度学习 PyTorch neural-networks-compression quantization hyper-parameter-optimization image-classification image-segmentation object-detection self-supervised-learning semi-supervised-learning transfer-learning action-recognition anomaly-detection automl 机器学习 incremental-learning

Python 1.19 k

4 天前

JosephKJ / OWOD

(CVPR 2021 Oral) Open World Object Detection

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

Python 1.06 k

2 年前

LAMDA-CL / PyCIL

#计算机科学#PyCIL: A Python Toolbox for Class-Incremental Learning

incremental-learning continual-learning 机器学习 reproducible-research 深度学习 PyTorch open-world representation-learning

Python 941

2 个月前

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

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

incremental-learning continual-learning

586

1 年前

mmasana / FACIL

#计算机科学#Framework for Analysis of Class-Incremental Learning with 12 state-of-the-art methods and 3 baselines.

框架深度学习机器学习 reproducible-research incremental-learning continual-learning survey

Python 551

2 年前

GT-RIPL / Continual-Learning-Benchmark

#计算机科学#Evaluate three types of task shifting with popular continual learning algorithms.

continual-learning incremental-learning 深度学习 artificial-neural-networks

Python 520

4 年前

LAMDA-CL / LAMDA-PILOT

#计算机科学#🎉 PILOT: A Pre-trained Model-Based Continual Learning Toolbox

机器学习 continual-learning 深度学习 incremental-learning pre-trained-models vision-language-model vision-transformer reproducible-research PyTorch toolkit

Python 451

2 个月前

Continvvm / continuum

A clean and simple data loading library for Continual Learning

continual-learning incremental-learning online-learning PyTorch dataloader dataset

Python 432

2 年前

RaptorMai / online-continual-learning

#计算机科学#A collection of online continual learning paper implementations and tricks for computer vision in PyTorch, including our ASER(AAAI-21), SCR(CVPR21-W) and survey (Neurocomputing).

continual-learning 机器视觉深度学习 convolutional-neural-networks incremental-learning

Python 405

2 年前

arthurdouillard / incremental_learning.pytorch

#计算机科学#A collection of incremental learning paper implementations including PODNet (ECCV20) and Ghost (CVPR-W21).

incremental-learning continual-learning 深度学习 PyTorch research

Python 405

2 年前

esbmc / esbmc

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

C C++solidity-contracts incremental-learning Kotlin Test automation Python

C 349

3 天前

selimfirat / pysad

#计算机科学#Streaming Anomaly Detection Framework in Python (Outlier Detection for Streaming Data)

anomaly-detection outlier-detection incremental-learning streaming-data anomaly Python 机器学习 outliers unsupervised-learning real-time intrusion-detection fraud-detection

Python 262

5 天前

GMvandeVen / brain-inspired-replay

#计算机科学#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 incremental-learning 深度学习 artificial-neural-networks replay variational-autoencoder distillation

Python 238

2 年前

Mattdl / CLsurvey

#计算机科学#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...

continual-learning 深度学习 neural-networks 框架 hyperparameter-tuning incremental-learning

Python 202

4 年前