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pypi.org "fairness" keyword

View the packages on the pypi.org package registry that are tagged with the "fairness" keyword.

Top 1.5% on pypi.org
fairlearn 0.12.0
A Python package to assess and improve fairness of machine learning models.
22 versions - Latest release: 4 months ago - 33 dependent packages - 145 dependent repositories - 142 thousand downloads last month - 1,932 stars on GitHub - 5 maintainers
Top 7.5% on pypi.org
nlp-feature-extractors 0.1.0
NLP Feature Extractors
4 versions - Latest release: over 2 years ago - 1 dependent package - 1 dependent repositories - 303 downloads last month - 1,241 stars on GitHub - 2 maintainers
error-parity 0.3.11
Achieve error-rate parity between protected groups for any predictor
15 versions - Latest release: 12 months ago - 676 downloads last month - 16 stars on GitHub - 1 maintainer
fixout 0.1.31
Algorithmic inspection for trustworthy ML models
12 versions - Latest release: about 23 hours ago - 618 downloads last month - 2 stars on GitHub - 2 maintainers
fair-kmeans 0.1.2
Fair K-Means produces a fair clustering assignment according to the fairness definition of Chieri...
3 versions - Latest release: 3 months ago - 147 downloads last month - 1 stars on GitHub - 3 maintainers
fairbench 0.8.0
A fairness assessment framework
79 versions - Latest release: 6 days ago - 1 dependent package - 3.6 thousand downloads last month - 18 stars on GitHub - 1 maintainer
etiq 1.6.0
ETIQ.ai ML Testing library
38 versions - Latest release: 8 months ago - 1 dependent package - 1 dependent repositories - 7.29 thousand downloads last month - 3 maintainers
gnnfairviz 0.0.0
Official implementation of GNNFairViz
2 versions - Latest release: 10 months ago - 104 downloads last month - 0 stars on GitHub - 1 maintainer
canonical-sets 0.0.3
Exposing Algorithmic Bias with Canonical Sets.
3 versions - Latest release: about 2 years ago - 142 downloads last month - 6 stars on GitHub - 1 maintainer
fairo 0.1
SDK for interfacing with Fairo SaaS platform.
1 version - Latest release: 3 days ago - 1 maintainer
equalityml 0.2.1
Algorithms for evaluating fairness metrics and mitigating unfairness in supervised machine learning
3 versions - Latest release: over 1 year ago - 137 downloads last month - 35 stars on GitHub - 1 maintainer
langfair 1.0.0
LangFair is a Python library for conducting use-case level LLM bias and fairness assessments
25 versions - Latest release: 6 months ago - 1.09 thousand downloads last month - 181 stars on GitHub - 1 maintainer
vania 0.2.0
A module to fairly distribute objects among targets considering weights.
3 versions - Latest release: about 8 years ago - 1 dependent repositories - 110 downloads last month - 76 stars on GitHub - 1 maintainer
explabox 1.0.1
Explore/examine/explain/expose your model with the explabox!
8 versions - Latest release: about 1 month ago - 1 dependent package - 1 dependent repositories - 374 downloads last month - 13 stars on GitHub - 1 maintainer
fairml 0.1.1.5rc8
Module for measuring feature dependence for black-box models
8 versions - Latest release: almost 8 years ago - 1 dependent repositories - 173 downloads last month - 363 stars on GitHub - 1 maintainer
ethicml 1.3.0
EthicML is a library for performing and assessing algorithmic fairness. Unlike other libraries, E...
49 versions - Latest release: over 1 year ago - 1 dependent package - 4 dependent repositories - 1.88 thousand downloads last month - 23 stars on GitHub - 2 maintainers
Top 7.8% on pypi.org
concept-erasure 0.2.4
Erasing concepts from neural representations with provable guarantees
8 versions - Latest release: over 1 year ago - 1 dependent package - 3 dependent repositories - 533 downloads last month - 8 stars on GitHub - 1 maintainer
daindex 0.6.4
Deterioration Allocation Index Framework
20 versions - Latest release: 2 months ago - 1 dependent repositories - 513 downloads last month - 2 stars on GitHub - 2 maintainers
langtest 2.6.0
John Snow Labs provides a library for delivering safe & effective NLP models.
90 versions - Latest release: about 1 month ago - 2.74 thousand downloads last month - 456 stars on GitHub - 3 maintainers
tensorflow-model-remediation 0.1.7
TensorFlow Model Remediation
10 versions - Latest release: almost 3 years ago - 1 dependent repositories - 14.5 thousand downloads last month - 42 stars on GitHub - 2 maintainers
equalityml-fork2 0.1.2
Algorithms for evaluating fairness metrics and mitigating unfairness in supervised machine learning
1 version - Latest release: about 2 years ago - 50 downloads last month - 35 stars on GitHub - 1 maintainer
Top 5.7% on pypi.org
fairness-indicators 0.47.0
Fairness Indicators
32 versions - Latest release: 3 months ago - 4 dependent repositories - 2.09 thousand downloads last month - 348 stars on GitHub - 4 maintainers
tensorboard-plugin-fairness-indicators 0.47.0
Fairness Indicators TensorBoard Plugin
28 versions - Latest release: 3 months ago - 1 dependent repositories - 457 downloads last month - 348 stars on GitHub - 3 maintainers
mdca 0.1.21
MDCA: Multi-dimensional Data Combination Analysis. It's used to analysis data table through multi...
10 versions - Latest release: 14 days ago - 1.97 thousand downloads last month - 0 stars on GitHub - 1 maintainer
fairness-checker 0.1.13
Fairnes checker
13 versions - Latest release: 4 months ago - 285 downloads last month - 0 stars on GitHub - 1 maintainer
thetiscore 0.2.2
Service to examine data processing pipelines (e.g., machine learning or deep learning pipelines) ...
8 versions - Latest release: 5 months ago - 1 dependent package - 594 downloads last month - 5 stars on GitHub - 1 maintainer
thetis 0.2.2
Solution for AI system analysis regarding performance, uncertainty consistency (calibration), fai...
7 versions - Latest release: 5 months ago - 206 downloads last month - 5 stars on GitHub - 1 maintainer
xaiographs 1.2.0
Python library providing Explainability & Fairness AI functionalities
4 versions - Latest release: 6 months ago - 57 downloads last month - 3 stars on GitHub - 1 maintainer
Top 9.5% on pypi.org
howfairis 0.14.2
Python package to analyze compliance with fair-software.eu recommendations
16 versions - Latest release: over 2 years ago - 4 dependent repositories - 949 downloads last month - 60 stars on GitHub - 1 maintainer
folktexts 0.1.1
Use LLMs to get classification risk scores on tabular tasks.
27 versions - Latest release: 11 days ago - 1.04 thousand downloads last month - 19 stars on GitHub - 1 maintainer
Top 9.7% on pypi.org
themis-ml 0.0.4 💰
Fairness-aware Machine Learning
4 versions - Latest release: over 7 years ago - 3 dependent repositories - 151 downloads last month - 125 stars on GitHub - 1 maintainer
fairometrics 24.10.3
A collection of pre-certified fairness metrics supported by Fairo.
16 versions - Latest release: 6 months ago - 353 downloads last month - 1 maintainer
etiq-spark 1.6.0
This is an optional, extension to the etiq library to provide spark datasets
21 versions - Latest release: 8 months ago - 2.22 thousand downloads last month - 2 maintainers
rsmtool 12.0.0
Rater scoring modeling tool
20 versions - Latest release: about 1 year ago - 1 dependent repositories - 378 downloads last month - 67 stars on GitHub - 4 maintainers
fat-forensics 0.1.2
A Python Toolbox for Algorithmic Fairness, Accountability and Transparency
5 versions - Latest release: over 2 years ago - 4 dependent repositories - 304 downloads last month - 77 stars on GitHub - 1 maintainer
fairautoml 0.1
A Fairness-aware AutoML System
1 version - Latest release: over 5 years ago - 1 dependent repositories - 28 downloads last month - 1 stars on GitHub - 1 maintainer
responsibly 0.1.3
Toolkit for Auditing and Mitigating Bias and Fairness of Machine Learning Systems 🔎🤖🧰
4 versions - Latest release: about 4 years ago - 5 dependent repositories - 143 downloads last month - 88 stars on GitHub - 1 maintainer
audit-ai 0.1.1
audit-AI detects demographic differences in the output of machine learning models or other assess...
7 versions - Latest release: over 4 years ago - 1 dependent repositories - 298 downloads last month - 317 stars on GitHub - 2 maintainers
dataset-bias-metrics 0.1.1
Dataset demographic bias metrics
2 versions - Latest release: 4 months ago - 74 downloads last month - 4 stars on GitHub - 1 maintainer
oracle-guardian-ai 1.3.0
Oracle Guardian AI Open Source Project
5 versions - Latest release: about 1 month ago - 1 dependent repositories - 284 downloads last month - 36 stars on GitHub - 3 maintainers
pranaam 0.0.2
Predict religion and caste based on name
2 versions - Latest release: almost 3 years ago - 1 dependent repositories - 144 downloads last month - 13 stars on GitHub - 2 maintainers
faim 0.3.0
FAIM (FAir Interpolation Method), described in "Beyond Incompatibility: Interpolation between Mut...
3 versions - Latest release: 9 months ago - 127 downloads last month - 2 stars on GitHub - 2 maintainers
Top 2.6% on pypi.org
dalex 1.7.2 💰
Responsible Machine Learning in Python
28 versions - Latest release: 2 months ago - 3 dependent packages - 13 dependent repositories - 24.5 thousand downloads last month - 1,370 stars on GitHub - 2 maintainers
aif360-fork2 0.5.0
IBM AI Fairness 360
1 version - Latest release: about 2 years ago - 2 dependent packages - 75 downloads last month - 2,556 stars on GitHub - 1 maintainer
Top 2.2% on pypi.org
aif360 0.6.1
IBM AI Fairness 360
12 versions - Latest release: about 1 year ago - 12 dependent packages - 99 dependent repositories - 25.6 thousand downloads last month - 2,556 stars on GitHub - 3 maintainers
demv 1.0.2
Debiaser for Multiple Variables(DEMV) is a pre-processing algorithm for binary and multi-class da...
3 versions - Latest release: about 1 year ago - 156 downloads last month - 0 stars on GitHub - 1 maintainer
responsibleai-vision 0.3.8
SDK API to assess image Machine Learning models.
15 versions - Latest release: 12 months ago - 437 downloads last month - 1,505 stars on GitHub - 1 maintainer
Top 9.6% on pypi.org
rai-test-utils 0.4.2
Common basic test utilities used across various RAI tools
7 versions - Latest release: about 1 year ago - 2.33 thousand downloads last month - 1,505 stars on GitHub - 1 maintainer
Top 3.3% on pypi.org
raiwidgets 0.36.0
Interactive visualizations to assess fairness, explain models, generate counterfactual examples, ...
49 versions - Latest release: 9 months ago - 1 dependent package - 10 dependent repositories - 8.71 thousand downloads last month - 1,505 stars on GitHub - 1 maintainer
Top 3.0% on pypi.org
responsibleai 0.36.0
SDK API to explain models, generate counterfactual examples, analyze causal effects and analyze e...
49 versions - Latest release: 9 months ago - 5 dependent packages - 5 dependent repositories - 30.4 thousand downloads last month - 1,505 stars on GitHub - 1 maintainer
responsibleai-text 0.2.7
SDK API to assess text Machine Learning models.
14 versions - Latest release: 12 months ago - 456 downloads last month - 1,505 stars on GitHub - 1 maintainer
data-generation-tool 1.1.1
A library that provides data generation functionality for AI and data science projects
4 versions - Latest release: 5 months ago - 166 downloads last month - 1 maintainer
equipy 0.0.11a0.dev0
Equipy is a tool for fast, online fairness calibration
5 versions - Latest release: about 1 month ago - 375 downloads last month - 12 stars on GitHub - 1 maintainer
Top 7.3% on pypi.org
smclarify 0.5
Fairness Aware Machine Learning. Bias detection and mitigation for datasets and models.
5 versions - Latest release: about 2 years ago - 6 dependent repositories - 2.05 thousand downloads last month - 66 stars on GitHub - 1 maintainer
fairmlhealth 1.0.2
Health-centered variation analysis
3 versions - Latest release: over 3 years ago - 1 dependent repositories - 98 downloads last month - 35 stars on GitHub - 1 maintainer
dnikit 2.0.0
Base Data and Network Introspection Kit (DNIKit) Library.
1 version - Latest release: over 1 year ago - 1 dependent repositories - 13.3 thousand downloads last month - 74 stars on GitHub - 1 maintainer
dnikit_tensorflow 2.0.0
TensorFlow extensions of DNIKit.
1 version - Latest release: over 1 year ago - 1 dependent repositories - 74 downloads last month - 74 stars on GitHub - 1 maintainer
dnikit_torch 2.0.0
DNIKit PyTorch integration and support.
1 version - Latest release: over 1 year ago - 1 dependent repositories - 72 downloads last month - 74 stars on GitHub - 1 maintainer
fairgbm 0.9.14
FairGBM Python Package
7 versions - Latest release: over 2 years ago - 2 dependent packages - 1 dependent repositories - 3.43 thousand downloads last month - 103 stars on GitHub - 1 maintainer
Top 6.7% on pypi.org
shapley 1.0.3 💰
A general purpose library to quantify the value of classifiers in an ensemble.
5 versions - Latest release: almost 3 years ago - 10 dependent repositories - 1.3 thousand downloads last month - 219 stars on GitHub - 1 maintainer
fairlib 0.1.0
Unified framework for assessing and improving fairness.
10 versions - Latest release: over 2 years ago - 1 dependent repositories - 337 downloads last month - 33 stars on GitHub - 1 maintainer
fairpy 0.1.0
FairPy is a comprehensive Python Library for Machine Learning Fairness
1 version - Latest release: about 2 years ago - 60 downloads last month - 0 stars on GitHub - 1 maintainer
parity-fairness 0.1.30
Measure bias from data and machine learning models.
29 versions - Latest release: over 4 years ago - 1 dependent repositories - 412 downloads last month - 6 stars on GitHub - 1 maintainer
perturbers 0.0.0
Perturber models for neural data augmentation.
1 version - Latest release: about 1 year ago - 60 downloads last month - 0 stars on GitHub - 1 maintainer
mmm-fair 1.0.22
A multi-objective multi-fairness boosting classifier
13 versions - Latest release: 17 days ago - 649 downloads last month - 2 stars on GitHub - 1 maintainer
hyperparameter-tuning 0.3.2
A minimal framework for running hyperparameter tuning
32 versions - Latest release: 7 months ago - 3 dependent packages - 1 dependent repositories - 3.6 thousand downloads last month - 1 stars on GitHub - 1 maintainer
flgo 0.4.3
A Research-oriented FL Platform.
103 versions - Latest release: 4 months ago - 2.31 thousand downloads last month - 572 stars on GitHub - 1 maintainer
infairness 0.2.3
inFairness is a Python package to train and audit individually fair PyTorch models
5 versions - Latest release: about 2 years ago - 3.24 thousand downloads last month - 63 stars on GitHub - 1 maintainer
fairlens 0.1.0
Identify bias and measure fairness of your data
3 versions - Latest release: over 3 years ago - 1 dependent repositories - 196 downloads last month - 89 stars on GitHub - 2 maintainers
Top 3.0% on pypi.org
erroranalysis 0.5.5
Core error analysis APIs
61 versions - Latest release: 3 months ago - 2 dependent packages - 8 dependent repositories - 29.5 thousand downloads last month - 1,488 stars on GitHub - 1 maintainer
fairgrad 0.2.0
FairGrad, is an easy to use general purpose approach to enforce fairness for gradient descent bas...
11 versions - Latest release: over 2 years ago - 1 dependent package - 1 dependent repositories - 332 downloads last month - 14 stars on GitHub - 2 maintainers
oracle-automlx 25.2.0
Automated Machine Learning with Explainability
10 versions - Latest release: 24 days ago - 1 dependent package - 1.7 thousand downloads last month - 28 stars on GitHub - 2 maintainers
bias-lens 0.1.1
A library for bias detection and explainable AI methods in NLP models.
8 versions - Latest release: about 2 months ago - 1.03 thousand downloads last month - 0 stars on GitHub - 1 maintainer
Top 3.7% on pypi.org
aequitas 1.0.0
The bias and fairness audit toolkit.
18 versions - Latest release: about 1 year ago - 2 dependent packages - 49 dependent repositories - 28.6 thousand downloads last month - 710 stars on GitHub - 2 maintainers
Top 9.6% on pypi.org
aequitas-lite 0.43.5
The bias and fairness audit toolkit.
7 versions - Latest release: about 2 years ago - 1 dependent repositories - 514 downloads last month - 710 stars on GitHub - 1 maintainer
the-fairly-project 0.5
Bias analysis toolkit for NLP and multimodal models
5 versions - Latest release: 6 months ago - 211 downloads last month - 4 stars on GitHub - 1 maintainer
fairsearchdeltr 1.0.2
A Python library for disparate exposure in ranking (a learning to rank approach)
4 versions - Latest release: almost 6 years ago - 2 dependent repositories - 108 downloads last month - 6 stars on GitHub - 1 maintainer
Top 5.9% on pypi.org
blackboxauditing 0.1.54
Sample Implementation of Gradient Feature Auditing (GFA)
53 versions - Latest release: almost 6 years ago - 1 dependent package - 4 dependent repositories - 4.45 thousand downloads last month - 132 stars on GitHub - 1 maintainer
fairret 0.1.3
A fairness library in PyTorch.
4 versions - Latest release: 12 months ago - 160 downloads last month - 27 stars on GitHub - 1 maintainer
nhssynth 0.10.2
Synthetic data generation pipeline leveraging a Differentially Private Variational Auto Encoder a...
23 versions - Latest release: 7 months ago - 576 downloads last month - 5 stars on GitHub - 2 maintainers
equal-odds 0.0.7
_PACKAGE UNDER CONSTRUCTION_
8 versions - Latest release: almost 2 years ago - 282 downloads last month - 1 maintainer
verifyml 0.0.6
An open-source toolkit to implement responsible AI workflows
6 versions - Latest release: about 3 years ago - 1 dependent repositories - 262 downloads last month - 23 stars on GitHub - 1 maintainer
biaslyze 0.1.0
The NLP Bias Identification Toolkit
9 versions - Latest release: over 1 year ago - 155 downloads last month - 36 stars on GitHub - 1 maintainer
nlptest 1.5.0
John Snow Labs provides a library for delivering safe & effective NLP models.
41 versions - Latest release: almost 2 years ago - 1 dependent repositories - 637 downloads last month - 498 stars on GitHub - 2 maintainers
fairsearchcore 1.0.4
A Python library with the core algorithms used to do fair search.
6 versions - Latest release: about 6 years ago - 1 dependent repositories - 191 downloads last month - 15 stars on GitHub - 1 maintainer
finsfairauditing 0.0.2
A python library for auditing subset selections for group fairness.
2 versions - Latest release: almost 3 years ago - 1 dependent package - 1 dependent repositories - 106 downloads last month - 1 stars on GitHub - 1 maintainer
Top 2.7% on pypi.org
raiutils 0.4.2
Common basic utilities used across various RAI tools
7 versions - Latest release: about 1 year ago - 9 dependent packages - 8 dependent repositories - 99.8 thousand downloads last month - 1,481 stars on GitHub - 1 maintainer
bias-rv 0.0.9
A package to generate biased mutants for texts
2 versions - Latest release: almost 4 years ago - 82 downloads last month - 9 stars on GitHub - 1 maintainer
etiq-core 1.2.4
ETIQ.ai debiasing library
9 versions - Latest release: about 3 years ago - 1 dependent repositories - 787 downloads last month - 2 maintainers
nlpguard 0.0.7
NLPGuard: a Framework for Mitigating the use of Protected Attributes by NLP Classifiers
7 versions - Latest release: 3 months ago - 296 downloads last month - 4 stars on GitHub - 1 maintainer
fair-mango 0.1.1
Explore your AI model's fairness
2 versions - Latest release: 9 months ago - 59 downloads last month - 2 stars on GitHub - 3 maintainers
fairoaimetrics 0.0.1
A collection of pre-certified fairness metrics supported by Fairo.
1 version - Latest release: almost 2 years ago - 62 downloads last month - 1 maintainer
fairauditingfins 0.0.1 removed
A pyhton package for auditing subset selections for group fairness.
1 version - Latest release: almost 3 years ago - 0 stars on GitHub - 1 maintainer