active-learning

There are 40 repositories under active-learning topic.

cleanlab / cleanlab
Cleanlab's open-source library is 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 labeling data-curation annotation dataops dataquality llms datasets exploratory-data-analysis
Language:Python 11082
fiftyone
voxel51 / fiftyone
Refine high-quality datasets and visual AI models
machine-learning artificial-intelligence deep-learning computer-vision developer-tools data-science python active-learning data-centric-ai data-cleaning data-curation data-quality image-classification object-detection unstructured-data vector-search visualization
Language:Python 10019
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.
c-plus-plus machine-learning online-learning contextual-bandits reinforcement-learning active-learning learning-to-search cpp
Language:C++ 8615
argilla
argilla-io / argilla
Argilla is a collaboration tool for AI engineers and domain experts to build high-quality datasets
active-learning ai annotation-tool developer-tools gpt-4 human-in-the-loop langchain llm machine-learning mlops natural-language-processing nlp rlhf text-annotation text-labeling weak-supervision weakly-supervised-learning
Language:Python 4745
modAL-python / modAL
A modular active learning framework for Python
scikit-learn machine-learning python active-learning machine-learning-library machine-learning-algorithms machine-learning-api active-learning-module bayesian-optimization
Language:Python 2319
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.
annotations data-centric-ai data-labeling deep-learning labeling labeling-tool machine-learning natural-language-processing neural-search nlp text-annotation transformers python human-in-the-loop spacy artificial-intelligence data-science text-classification active-learning supervised-learning
Language:Python 1459
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 1204
SupeRuier / awesome-active-learning
Everything you need about Active Learning (AL).
active-learning awesome awesome-list crowdsourcing deep-learning human-in-the-loop machine-learning
939
baal
baal-org / baal
Bayesian active learning library for research and industrial usecases.
active-learning deep-learning machine-learning pytorch python bayesian-active-learning ai
Language:Python 910
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.
active-learning machine-learning python toolbox
Language:Python 886
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 865
ej0cl6 / deep-active-learning
Deep Active Learning
active-learning deep-active-learning
Language:Python 839
asreview
asreview / asreview
Active learning for systematic reviews
active-learning asreview deep-learning language-model learning-algorithms literature llm natural-language-processing neural-network research systematic-literature-reviews systematic-reviews utrecht-university
Language:Python 804
ntucllab / libact
Pool-based active learning in Python
active-learning machine-learning machine-learning-library uncertainty-sampling
Language:Python 789
baifanxxx / awesome-active-learning
A curated list of awesome Active Learning
active-learning awesome deep-learning machine-learning papers
781
walzimmer / 3d-bat
3D Bounding Box Annotation Tool (3D-BAT) Point cloud and Image Labeling
3d bounding-box pointcloud annotation tool javascript web surround multi-platform multi-view point-cloud autonomous-driving automatic interpolation mechanical-turk 2d semi-automatic active-learning detection 3d-object-detection
Language:TypeScript 774
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 768
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 documentation-only
733
inception-project / inception
INCEpTION provides a semantic annotation platform offering intelligent annotation assistance and knowledge management.
annotation-tool active-learning entity-linking java annotation-editor uima sparql knowledge-base machine-learning annotation-suggestions
Language:Java 666
small-text
webis-de / small-text
Active Learning for Text Classification in Python
active-learning deep-learning language-models looking-for-contributors machine-learning natural-language-processing nlp python pytorch small-language-models text-classification transformers
Language:Python 631
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 501
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 455
emdgroup / baybe
Bayesian Optimization and Design of Experiments
bayesian-optimization design-of-experiments machine-learning active-learning experimental-design optimization
Language:Python 410
deepmodeling / dpgen
The deep potential generator to generate a deep-learning based model of interatomic potential energy and force field
active-learning concurrent-learning python
Language:Python 368
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 341
bofire
experimental-design / bofire
Experimental design and (multi-objective) bayesian optimization.
active-learning bayesian-optimization cheminformatics experimental-design multiobjective-optimization
Language:Jupyter Notebook 330
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 279
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 269
samueldobbie / markup
A web-based document annotation tool, powered by GPT-4 :rocket:
active-learning annotation-tool data-labeling data-science gpt-4 machine-learning named-entity-recognition natural-language-processing ner nlp sequence-to-sequence text-annotation text-annotation-tool
Language:TypeScript 264
AspirinCode / awesome-AI4MolConformation-MD
List of molecules (small molecules, RNA, peptide, protein, enzymes, antibody, and PPIs) conformations and molecular dynamics (force fields) using generative artificial intelligence and deep learning
gan lstm-neural-networks molecular-dynamics transformer vae proteinconformations ppi active-learning flow gnns amber gromacs llm openmm enzymes force-fields neural-network-potentials
259
microsoft / aerial_wildlife_detection
Tools for detecting wildlife in aerial images using active learning
aiforearth wildlife conservation aerial-imagery active-learning
Language:Python 239
RTIInternational / SMART
Smarter Manual Annotation for Resource-constrained collection of Training data
supervised-learning active-learning labeling-tool text-classification
Language:Python 229
gpax
ziatdinovmax / gpax
Gaussian Processes for Experimental Sciences
gaussian-processes bayesian-inference machine-learning active-learning bayesian-optimization deep-kernel-learning hypothesis-learning bayesian-neural-networks multi-fidelity-learning
Language:Python 228
Mephisto405 / Learning-Loss-for-Active-Learning
Reproducing experimental results of LL4AL [Yoo et al. 2019 CVPR]
active-learning loss-functions loss
Language:Python 223
HuaizhengZhang / Active-Learning-as-a-Service
A scalable & efficient active learning/data selection system for everyone.
active-learning automl deep-learning machine-learning mlops mlsys pytorch
Language:Python 217
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 212

active-learning

cleanlab / cleanlab

voxel51 / fiftyone

VowpalWabbit / vowpal_wabbit

argilla-io / argilla

modAL-python / modAL

code-kern-ai / refinery

python-adaptive / adaptive

SupeRuier / awesome-active-learning

baal-org / baal

NUAA-AL / ALiPy

shubhomoydas / ad_examples

ej0cl6 / deep-active-learning

asreview / asreview

ntucllab / libact

baifanxxx / awesome-active-learning

walzimmer / 3d-bat

Project-MONAI / MONAILabel

Renumics / awesome-open-data-centric-ai

inception-project / inception

webis-de / small-text

explosion / prodigy-recipes

encord-team / encord-active

emdgroup / baybe

deepmodeling / dpgen

yuantn / MI-AOD

experimental-design / bofire

ANSSI-FR / SecuML

label-sleuth / label-sleuth

samueldobbie / markup

AspirinCode / awesome-AI4MolConformation-MD

microsoft / aerial_wildlife_detection

RTIInternational / SMART

ziatdinovmax / gpax

Mephisto405 / Learning-Loss-for-Active-Learning

HuaizhengZhang / Active-Learning-as-a-Service

benedekrozemberczki / SEAL-CI