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Active Learning Python Packages

Python packages with the GitHub topic active-learning. Sorted by relevance, with stars and monthly downloads.
voxel51
fiftyone-db

Refine high-quality datasets and visual AI models

170K 11K 761
voxel51
fiftyone

Refine high-quality datasets and visual AI models

136K 11K 761
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.

62K 11K 893
VowpalWabbit
vowpalwabbit

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.

52K 9K 2K
python-adaptive
adaptive

:chart_with_upwards_trend: Adaptive: parallel active learning of mathematical functions

32K 1K 62
asreview
asreview

Active learning for systematic reviews

20K 900 164
emdgroup
baybe

Bayesian Optimization and Design of Experiments

12K 462 77
basnijholt
adaptive-scheduler

Run many functions (adaptively) on many cores (>10k-100k) using mpi4py.futures, ipyparallel, loky, or dask-mpi. :tada:

12K 30 14
recognai
rubrix

Argilla is a collaboration tool for AI engineers and domain experts to build high-quality datasets

11K 5K 486
scikit-activeml
scikit-activeml

scikit-activeml: A Comprehensive and User-friendly Active Learning Library

10K 192 22
benzsevern
goldenmatch

Polyglot entity-resolution + data-quality toolkit. Zero-config auto-config (negative-evidence + Path Y) hits DQbench composite 91.04 (T3 53.8% → 85.5%). Holds 0.96 DBLP-ACM, 0.94 Febrl3, 0.97 NCVR. GoldenCheck → GoldenFlow → GoldenMatch → GoldenPipe. MCP per package, multi-arch containers, Airflow DAGs, browser workbench.

7K 44 6
experimental-design
bofire

Experimental design and (multi-objective) bayesian optimization.

5K 379 46
ElementAI
baal

Bayesian active learning library for research and industrial usecases.

5K 930 90
Bin-Cao
bgolearn

[arXiv:2601.06820] Offical implement of Bgolearn

3K 135 19
voxel51
fiftyone-db-ubuntu2204

Refine high-quality datasets and visual AI models

3K 11K 761
Project-MONAI
monailabel

MONAI Label is an intelligent open source image labeling and learning tool.

3K 847 265
doccano
doccano-client

A simple client for doccano API.

2K 86 68
alan-turing-institute
autoemulate

Emulate simulations easily

2K 114 41
webis-de
small-text

Active Learning for Text Classification in Python

2K 643 76
argilla-io
argilla-server

Open-source tool for exploring, labeling, and monitoring data for NLP projects.

2K 5K 485
benzsevern
goldenpipe

Polyglot entity-resolution + data-quality toolkit. Zero-config auto-config (negative-evidence + Path Y) hits DQbench composite 91.04 (T3 53.8% → 85.5%). Holds 0.96 DBLP-ACM, 0.94 Febrl3, 0.97 NCVR. GoldenCheck → GoldenFlow → GoldenMatch → GoldenPipe. MCP per package, multi-arch containers, Airflow DAGs, browser workbench.

2K 0 0
Project-MONAI
monailabel-weekly

Active Learning Toolkit for Healthcare Imaging

2K 847 265
benzsevern
goldenflow

Polyglot entity-resolution + data-quality toolkit. Zero-config auto-config (negative-evidence + Path Y) hits DQbench composite 91.04 (T3 53.8% → 85.5%). Holds 0.96 DBLP-ACM, 0.94 Febrl3, 0.97 NCVR. GoldenCheck → GoldenFlow → GoldenMatch → GoldenPipe. MCP per package, multi-arch containers, Airflow DAGs, browser workbench.

2K 1 0
deepmodeling
dpgen

The deep potential generator to generate a deep-learning based model of interatomic potential energy and force field

1K 385 191
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