Active Learning Python Packages

fiftyone

Refine high-quality datasets and visual AI models

fiftyone-db

Refine high-quality datasets and visual AI models

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.

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.

adaptive

:chart_with_upwards_trend: Adaptive: parallel active learning of mathematical functions

asreview

Active learning for systematic reviews

adaptive-scheduler

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

rubrix

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

baal

Bayesian active learning library for research and industrial usecases.

scikit-activeml

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

baybe

Bayesian Optimization and Design of Experiments

bofire

Experimental design and (multi-objective) bayesian optimization.

monailabel-weekly

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

monailabel

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

fiftyone-db-ubuntu2204

Refine high-quality datasets and visual AI models

bgolearn

[arXiv:2601.06820] Offical implement of Bgolearn

doccano-client

A simple client for doccano API.

calisim

A toolbox for the calibration and evaluation of simulation models.

small-text

Active Learning for Text Classification in Python

hua-rs

Heirarchical Uncertainty Aggregation (Park et al., 2022) in Rust.

argilla-server

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

fiftyone-desktop

FiftyOne Desktop

asreview-insights

Tools such as plots and metrics to analyze (simulated) reviews for ASReview LAB

dpgen

DP-GEN: The deep potential generator