active-learning

There are 31 repositories under active-learning topic.

cleanlab / cleanlab
The standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.
weak-supervision data-cleaning data-quality data-science noisy-labels data-centric-ai out-of-distribution-detection outlier-detection active-learning data-labeling data-profiling data-validation data-analysis labeling data-curation annotation dataops dataquality llms datasets
Language:Python 8810
VowpalWabbit / vowpal_wabbit
Vowpal Wabbit is a machine learning system which pushes the frontier of machine learning with techniques such as online, hashing, allreduce, reductions, learning2search, active, and interactive learning.
active-learning c-plus-plus contextual-bandits cpp learning-to-search machine-learning online-learning reinforcement-learning
Language:C++ 8410
fiftyone
voxel51 / fiftyone
The open-source tool for building high-quality datasets and computer vision models
active-learning artificial-intelligence computer-vision data-centric-ai data-cleaning data-curation data-quality data-science deep-learning developer-tools image-classification machine-learning object-detection python unstructured-data vector-search visualization
Language:Python 6772
argilla
argilla-io / argilla
Argilla is a collaboration platform for AI engineers and domain experts that require high-quality outputs, full data ownership, and overall efficiency.
human-in-the-loop natural-language-processing mlops developer-tools text-labeling annotation-tool nlp machine-learning active-learning weak-supervision weakly-supervised-learning text-annotation llm ai gpt-4 rlhf langchain
Language:Python 3141
modAL-python / modAL
A modular active learning framework for Python
active-learning active-learning-module bayesian-optimization machine-learning machine-learning-algorithms machine-learning-api machine-learning-library python scikit-learn
Language:Python 2146
refinery
code-kern-ai / refinery
The data scientist's open-source choice to scale, assess and maintain natural language data. Treat training data like a software artifact.
active-learning annotations artificial-intelligence data-centric-ai data-labeling data-science deep-learning human-in-the-loop labeling labeling-tool machine-learning natural-language-processing neural-search nlp python spacy supervised-learning text-annotation text-classification transformers
Language:Python 1365
python-adaptive / adaptive
:chart_with_upwards_trend: Adaptive: parallel active learning of mathematical functions
adaptive-learning machine-learning python live-plots parallel-computing adaptive-sampling parallel adaptive active-learning
Language:Python 1115
NUAA-AL / ALiPy
ALiPy: Active Learning in Python is an active learning python toolbox, which allows users to conveniently evaluate, compare and analyze the performance of active learning methods.
machine-learning active-learning toolbox python
Language:Python 859
shubhomoydas / ad_examples
A collection of anomaly detection methods (iid/point-based, graph and time series) including active learning for anomaly detection/discovery, bayesian rule-mining, description for diversity/explanation/interpretability. Analysis of incorporating label feedback with ensemble and tree-based detectors. Includes adversarial attacks with Graph Convolutional Network.
ensemble-learning active-learning anomaly-detection rnn lstm explaination interpretability time-series timeseries trees unsuperivsed autoencoder streaming concept-drift generative-adversarial-network gan anogan graph-convolutional-networks adversarial-attacks nettack
Language:Python 834
baal
baal-org / baal
Bayesian active learning library for research and industrial usecases.
active-learning ai bayesian-active-learning deep-learning machine-learning python pytorch
Language:Python 833
ntucllab / libact
Pool-based active learning in Python
machine-learning-library active-learning machine-learning uncertainty-sampling
Language:Python 773
ej0cl6 / deep-active-learning
Deep Active Learning
active-learning deep-active-learning
Language:Python 767
SupeRuier / awesome-active-learning
Everything you need about Active Learning (AL).
active-learning machine-learning deep-learning awesome-list awesome human-in-the-loop crowdsourcing
733
awesome-open-data-centric-ai
Renumics / awesome-open-data-centric-ai
Curated list of open source tooling for data-centric AI on unstructured data.
awesome-list data-centric-ai data-curation data-versioning data-visualization explainable-ai active-learning feature-vector robust-machine-learning bias-detection computer-vision data-drift deep-learning nlp noisy-labels outlier-detection synthetic-data uncertainty-estimation machine-learning
679
baifanxxx / awesome-active-learning
A curated list of awesome Active Learning
active-learning machine-learning deep-learning papers awesome
675
walzimmer / 3d-bat
3D Bounding Box Annotation Tool (3D-BAT) Point cloud and Image Labeling
2d 3d 3d-object-detection active-learning annotation automatic autonomous-driving bounding-box detection interpolation javascript mechanical-turk multi-platform multi-view point-cloud pointcloud semi-automatic surround tool web
Language:TypeScript 580
asreview
asreview / asreview
Active learning for systematic reviews
systematic-reviews systematic-literature-reviews deep-learning active-learning research utrecht-university learning-algorithms literature asreview language-model llm natural-language-processing neural-network
Language:Python 571
inception-project / inception
INCEpTION provides a semantic annotation platform offering intelligent annotation assistance and knowledge management.
active-learning annotation-editor annotation-tool entity-linking java sparql uima
Language:Java 561
Project-MONAI / MONAILabel
MONAI Label is an intelligent open source image labeling and learning tool.
3d-slicer-extension active-learning pytorch deep-learning monai segmentation medical-imaging machine-learning 3d
Language:Python 549
small-text
webis-de / small-text
Active Learning for Text Classification in Python
active-learning text-classification pytorch transformers natural-language-processing python machine-learning deep-learning nlp looking-for-contributors
Language:Python 521
explosion / prodigy-recipes
🍳 Recipes for the Prodigy, our fully scriptable annotation tool
artificial-intelligence machine-learning data-science annotation annotation-tool data-annotation machine-teaching labeling-tool computer-vision spacy natural-language-processing nlp prodigy active-learning
Language:Jupyter Notebook 465
encord-team / encord-active
The toolkit to test, validate, and evaluate your models and surface, curate, and prioritize the most valuable data for labeling.
computer-vision data data-science data-validation deep-learning machine-learning ml mlops python active-learning annotations data-centric data-cleaning data-quality label-errors model-quality noisy-labels label-quality object-detection
Language:Python 423
yuantn / MI-AOD
Code for Multiple Instance Active Learning for Object Detection, CVPR 2021
cvpr cvpr2021 mil multiple-instance-learning object-detection active-learning
Language:Python 326
deepmodeling / dpgen
The deep potential generator to generate a deep-learning based model of interatomic potential energy and force field
python concurrent-learning active-learning
Language:Python 279
ANSSI-FR / SecuML
Machine Learning for Computer Security
machine-learning intrusion-detection interactive-machine-learning active-learning rare-category-detection malware-detection gui
Language:Python 267
label-sleuth
label-sleuth / label-sleuth
Open source no-code system for text annotation and building of text classifiers
active-learning annotation-tool labeling-tool nlp no-code python pytorch react text-annotation text-classification transformers
Language:Python 240
samueldobbie / markup
A web-based document annotation tool, powered by GPT-4 :rocket:
active-learning text-annotation natural-language-processing annotation-tool machine-learning sequence-to-sequence nlp data-science text-annotation-tool data-labeling ner named-entity-recognition gpt-4
Language:TypeScript 234
microsoft / aerial_wildlife_detection
Tools for detecting wildlife in aerial images using active learning
aiforearth wildlife conservation aerial-imagery active-learning
Language:Python 211
MLSysOps / Active-Learning-as-a-Service
A scalable & efficient active learning/data selection system for everyone.
active-learning mlsys mlops deep-learning machine-learning automl pytorch
Language:Python 210
RTIInternational / SMART
Smarter Manual Annotation for Resource-constrained collection of Training data
supervised-learning active-learning labeling-tool text-classification
Language:Python 210
Mephisto405 / Learning-Loss-for-Active-Learning
Reproducing experimental results of LL4AL [Yoo et al. 2019 CVPR]
active-learning loss-functions loss
Language:Python 208
SEAL-CI
benedekrozemberczki / SEAL-CI
A PyTorch implementation of "Semi-Supervised Graph Classification: A Hierarchical Graph Perspective" (WWW 2019)
gcn graph-convolutional-networks active-learning active-learning-module deep-learning pytorch tensorflow graph-classification node-classification deep-learning-algorithms deepwalk node2vec graph-neural-network graph-representation-learning network-embedding graph-embedding graph-convolution machine-learning-algorithms gnn graph-neural-networks
Language:Python 206
dsgissin / DiscriminativeActiveLearning
Code and website for DAL (Discriminative Active Learning) - a new active learning algorithm for neural networks in the batch setting. For the blog:
active-learning adversarial-active-learning bayesian-active-learning core-set deep-learning egl machine-learning uncertainty-sampling
Language:Python 196
explosion / jupyterlab-prodigy
🧬 A JupyterLab extension for annotating data with Prodigy
artificial-intelligence machine-learning data-science annotation annotation-tool data-annotation machine-teaching labeling-tool computer-vision spacy natural-language-processing nlp prodigy active-learning jupyter jupyterlab
Language:TypeScript 187
emdgroup / baybe
Bayesian Optimization and Design of Experiments
active-learning bayesian-optimization design-of-experiments experimental-design machine-learning optimization
Language:Python 185
gpax
ziatdinovmax / gpax
Gaussian Processes for Experimental Sciences
active-learning bayesian-inference bayesian-neural-networks bayesian-optimization deep-kernel-learning gaussian-processes hypothesis-learning machine-learning multi-fidelity-learning
Language:Python 185

active-learning

cleanlab / cleanlab

VowpalWabbit / vowpal_wabbit

voxel51 / fiftyone

argilla-io / argilla

modAL-python / modAL

code-kern-ai / refinery

python-adaptive / adaptive

NUAA-AL / ALiPy

shubhomoydas / ad_examples

baal-org / baal

ntucllab / libact

ej0cl6 / deep-active-learning

SupeRuier / awesome-active-learning

Renumics / awesome-open-data-centric-ai

baifanxxx / awesome-active-learning

walzimmer / 3d-bat

asreview / asreview

inception-project / inception

Project-MONAI / MONAILabel

webis-de / small-text

explosion / prodigy-recipes

encord-team / encord-active

yuantn / MI-AOD

deepmodeling / dpgen

ANSSI-FR / SecuML

label-sleuth / label-sleuth

samueldobbie / markup

microsoft / aerial_wildlife_detection

MLSysOps / Active-Learning-as-a-Service

RTIInternational / SMART

Mephisto405 / Learning-Loss-for-Active-Learning

benedekrozemberczki / SEAL-CI

dsgissin / DiscriminativeActiveLearning

explosion / jupyterlab-prodigy

emdgroup / baybe

ziatdinovmax / gpax