Ecosyste.ms: Packages

An open API service providing package, version and dependency metadata of many open source software ecosystems and registries.

pypi.org "fairness" keyword

verifyml 0.0.6
An open-source toolkit to implement responsible AI workflows
6 versions - Latest release: over 2 years ago - 1 dependent repositories - 788 downloads last month - 22 stars on GitHub - 1 maintainer
tensorflow-model-remediation 0.1.7
TensorFlow Model Remediation
10 versions - Latest release: about 2 years ago - 1 dependent repositories - 1.4 thousand downloads last month - 42 stars on GitHub - 2 maintainers
Top 5.7% on pypi.org
fairness-indicators 0.46.0
Fairness Indicators
31 versions - Latest release: about 1 month ago - 4 dependent repositories - 756 downloads last month - 332 stars on GitHub - 4 maintainers
tensorboard-plugin-fairness-indicators 0.46.0
Fairness Indicators TensorBoard Plugin
27 versions - Latest release: about 1 month ago - 1 dependent repositories - 134 downloads last month - 330 stars on GitHub - 3 maintainers
dnikit 2.0.0
Base Data and Network Introspection Kit (DNIKit) Library.
1 version - Latest release: 10 months ago - 1 dependent repositories - 1.95 thousand downloads last month - 70 stars on GitHub - 1 maintainer
dnikit_torch 2.0.0
DNIKit PyTorch integration and support.
1 version - Latest release: 10 months ago - 1 dependent repositories - 23 downloads last month - 70 stars on GitHub - 1 maintainer
Top 2.6% on pypi.org
dalex 1.7.0 💰
Responsible Machine Learning in Python
26 versions - Latest release: 3 months ago - 3 dependent packages - 13 dependent repositories - 17.9 thousand downloads last month - 1,338 stars on GitHub - 2 maintainers
dnikit_tensorflow 2.0.0
TensorFlow extensions of DNIKit.
1 version - Latest release: 10 months ago - 1 dependent repositories - 30 downloads last month - 68 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 1 year ago - 1.27 thousand downloads last month - 63 stars on GitHub - 1 maintainer
flgo 0.2.8
A Research-oriented FL Platform.
57 versions - Latest release: about 2 months ago - 556 downloads last month - 459 stars on GitHub - 1 maintainer
faim 0.0.3
FAIM (FAir Interpolation Method), described in "Beyond Incompatibility: Interpolation between Mut...
2 versions - Latest release: over 1 year ago - 21 downloads last month - 2 stars on GitHub - 2 maintainers
fairoaimetrics 0.0.1
A collection of pre-certified fairness metrics supported by Fairo.
1 version - Latest release: 12 months ago - 12 downloads last month - 1 maintainer
vania 0.2.0
A module to fairly distribute objects among targets considering weights.
3 versions - Latest release: about 7 years ago - 1 dependent repositories - 6 downloads last month - 77 stars on GitHub - 1 maintainer
fairsearchcore 1.0.4
A Python library with the core algorithms used to do fair search.
6 versions - Latest release: over 5 years ago - 1 dependent repositories - 67 downloads last month - 16 stars on GitHub - 1 maintainer
Top 1.5% on pypi.org
fairlearn 0.10.0
A Python package to assess and improve fairness of machine learning models.
20 versions - Latest release: 6 months ago - 33 dependent packages - 145 dependent repositories - 235 thousand downloads last month - 1,829 stars on GitHub - 5 maintainers
fairsearchdeltr 1.0.2
A Python library for disparate exposure in ranking (a learning to rank approach)
4 versions - Latest release: almost 5 years ago - 2 dependent repositories - 12 downloads last month - 6 stars on GitHub - 1 maintainer
equal-odds 0.0.7
_PACKAGE UNDER CONSTRUCTION_
8 versions - Latest release: about 1 year ago - 38 downloads last month - 1 maintainer
fairbench 0.2.14
A fairness assessment framework
31 versions - Latest release: 3 months ago - 1 dependent package - 391 downloads last month - 11 stars on GitHub - 1 maintainer
fairautoml 0.1
A Fairness-aware AutoML System
1 version - Latest release: over 4 years ago - 1 dependent repositories - 13 downloads last month - 1 stars on GitHub - 1 maintainer
fairgbm 0.9.14
FairGBM Python Package
7 versions - Latest release: over 1 year ago - 2 dependent packages - 1 dependent repositories - 23 thousand downloads last month - 98 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: 7 months ago - 1 dependent package - 4 dependent repositories - 347 downloads last month - 24 stars on GitHub - 2 maintainers
fairometrics 24.4.1
A collection of pre-certified fairness metrics supported by Fairo.
10 versions - Latest release: 2 months ago - 28 downloads last month - 1 maintainer
hyperparameter-tuning 0.3.1
A minimal framework for running hyperparameter tuning
31 versions - Latest release: 9 months ago - 3 dependent packages - 1 dependent repositories - 19.5 thousand downloads last month - 1 stars on GitHub - 1 maintainer
etiq-core 1.2.4
ETIQ.ai debiasing library
9 versions - Latest release: over 2 years ago - 1 dependent repositories - 174 downloads last month - 2 maintainers
equalityml-fork2 0.1.2
Algorithms for evaluating fairness metrics and mitigating unfairness in supervised machine learning
1 version - Latest release: about 1 year ago - 13 downloads last month - 31 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 1 year ago - 1 dependent package - 1 dependent repositories - 64 downloads last month - 13 stars on GitHub - 2 maintainers
oracle-automlx 24.2.0
Automated Machine Learning with Explainability
4 versions - Latest release: about 1 month ago - 1 dependent package - 403 downloads last month - 20 stars on GitHub - 2 maintainers
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 1 year ago - 6 dependent repositories - 1.9 thousand downloads last month - 64 stars on GitHub - 1 maintainer
equalityml 0.2.1
Algorithms for evaluating fairness metrics and mitigating unfairness in supervised machine learning
3 versions - Latest release: 7 months ago - 48 downloads last month - 31 stars on GitHub - 1 maintainer
equipy 0.0.6a0.dev0
Equipy is a tool for fast, online fairness calibration
3 versions - Latest release: about 2 months ago - 35 downloads last month - 11 stars on GitHub - 1 maintainer
fairlens 0.1.0
Identify bias and measure fairness of your data
3 versions - Latest release: almost 3 years ago - 1 dependent repositories - 134 downloads last month - 87 stars on GitHub - 2 maintainers
error-parity 0.3.11
Achieve error-rate parity between protected groups for any predictor
15 versions - Latest release: about 1 month ago - 91 downloads last month - 11 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: about 2 years ago - 10 dependent repositories - 857 downloads last month - 210 stars on GitHub - 1 maintainer
fairml 0.1.1.5rc8
Module for measuring feature dependence for black-box models
8 versions - Latest release: almost 7 years ago - 1 dependent repositories - 52 downloads last month - 356 stars on GitHub - 1 maintainer
aif360-fork2 0.5.0
IBM AI Fairness 360
1 version - Latest release: about 1 year ago - 2 dependent packages - 42 downloads last month - 2,314 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 6 years ago - 3 dependent repositories - 55 downloads last month - 121 stars on GitHub - 1 maintainer
Top 2.2% on pypi.org
aif360 0.6.1
IBM AI Fairness 360
12 versions - Latest release: 2 months ago - 12 dependent packages - 99 dependent repositories - 48.1 thousand downloads last month - 2,314 stars on GitHub - 3 maintainers
canonical-sets 0.0.3
Exposing Algorithmic Bias with Canonical Sets.
3 versions - Latest release: over 1 year ago - 16 downloads last month - 6 stars on GitHub - 1 maintainer
Top 7.5% on pypi.org
nlp-feature-extractors 0.1.0
NLP Feature Extractors
4 versions - Latest release: over 1 year ago - 1 dependent package - 1 dependent repositories - 1.11 thousand downloads last month - 1,241 stars on GitHub - 2 maintainers
fairpy 0.1.0
FairPy is a comprehensive Python Library for Machine Learning Fairness
1 version - Latest release: over 1 year ago - 16 downloads last month - 0 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 3 years ago - 5 dependent repositories - 120 downloads last month - 88 stars on GitHub - 1 maintainer
demv 1.0.2
Debiaser for Multiple Variables(DEMV) is a pre-processing algorithm for binary and multi-class da...
3 versions - Latest release: 4 months ago - 21 downloads last month - 0 stars on GitHub - 1 maintainer
perturbers 0.0.0
Perturber models for neural data augmentation.
1 version - Latest release: 3 months ago - 12 downloads last month - 0 stars on GitHub - 1 maintainer
Top 3.0% on pypi.org
responsibleai 0.35.0
SDK API to explain models, generate counterfactual examples, analyze causal effects and analyze e...
48 versions - Latest release: about 2 months ago - 5 dependent packages - 5 dependent repositories - 46.5 thousand downloads last month - 1,238 stars on GitHub - 1 maintainer
responsibleai-vision 0.3.8
SDK API to assess image Machine Learning models.
15 versions - Latest release: about 1 month ago - 267 downloads last month - 1,238 stars on GitHub - 1 maintainer
responsibleai-text 0.2.7
SDK API to assess text Machine Learning models.
14 versions - Latest release: about 1 month ago - 260 downloads last month - 1,238 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 2 months ago - 1.55 thousand downloads last month - 1,238 stars on GitHub - 1 maintainer
Top 3.3% on pypi.org
raiwidgets 0.35.0
Interactive visualizations to assess fairness, explain models, generate counterfactual examples, ...
48 versions - Latest release: about 2 months ago - 1 dependent package - 10 dependent repositories - 6.02 thousand downloads last month - 1,238 stars on GitHub - 1 maintainer
oracle-guardian-ai 1.1.0
Oracle Guardian AI Open Source Project
3 versions - Latest release: about 2 months ago - 1 dependent repositories - 121 downloads last month - 36 stars on GitHub - 3 maintainers
thetiscore 0.2.0
Service to examine data processing pipelines (e.g., machine learning or deep learning pipelines) ...
6 versions - Latest release: 3 months ago - 1 dependent package - 84 downloads last month - 1 stars on GitHub - 1 maintainer
thetis 0.2.0
Service to examine data processing pipelines (e.g., machine learning or deep learning pipelines) ...
5 versions - Latest release: 3 months ago - 28 downloads last month - 1 stars on GitHub - 1 maintainer
rsmtool 12.0.0
Rater scoring modeling tool
20 versions - Latest release: 3 months ago - 1 dependent repositories - 169 downloads last month - 65 stars on GitHub - 4 maintainers
explabox 0.9b7
Explore/examine/explain/expose your model with the explabox!
6 versions - Latest release: over 1 year ago - 1 dependent package - 1 dependent repositories - 56 downloads last month - 12 stars on GitHub - 1 maintainer
dataset-bias-metrics 0.1
Dataset demographic bias metrics
1 version - Latest release: about 1 year ago - 10 downloads last month - 2 stars on GitHub - 1 maintainer
fairmlhealth 1.0.2
Health-centered variation analysis
3 versions - Latest release: over 2 years ago - 1 dependent repositories - 41 downloads last month - 29 stars on GitHub - 1 maintainer
Top 3.0% on pypi.org
erroranalysis 0.5.4
Core error analysis APIs
60 versions - Latest release: about 2 months ago - 2 dependent packages - 8 dependent repositories - 49.4 thousand downloads last month - 1,235 stars on GitHub - 1 maintainer
pranaam 0.0.2
Predict religion and caste based on name
2 versions - Latest release: about 2 years ago - 1 dependent repositories - 65 downloads last month - 7 stars on GitHub - 2 maintainers
nhssynth 0.10.0
Synthetic data generation pipeline leveraging a Differentially Private Variational Auto Encoder a...
22 versions - Latest release: 7 months ago - 165 downloads last month - 4 stars on GitHub - 2 maintainers
Top 2.7% on pypi.org
raiutils 0.4.2
Common basic utilities used across various RAI tools
7 versions - Latest release: about 2 months ago - 9 dependent packages - 8 dependent repositories - 130 thousand downloads last month - 1,227 stars on GitHub - 1 maintainer
fairret 0.1.3
A fairness library in PyTorch.
4 versions - Latest release: about 1 month ago - 275 downloads last month - 21 stars on GitHub - 1 maintainer
langtest 2.2.0
John Snow Labs provides a library for delivering safe & effective NLP & LLM models.
62 versions - Latest release: 26 days ago - 978 downloads last month - 420 stars on GitHub - 3 maintainers
fat-forensics 0.1.2
A Python Toolbox for Algorithmic Fairness, Accountability and Transparency
5 versions - Latest release: almost 2 years ago - 4 dependent repositories - 125 downloads last month - 70 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: about 5 years ago - 1 dependent package - 4 dependent repositories - 3.74 thousand downloads last month - 128 stars on GitHub - 1 maintainer
etiq 1.5.1
ETIQ.ai ML Testing library
36 versions - Latest release: 6 months ago - 1 dependent package - 1 dependent repositories - 2.35 thousand downloads last month - 2 maintainers
etiq-spark 1.5.1
This is an optional, extension to the etiq library to provide spark datasets
19 versions - Latest release: 6 months ago - 1.42 thousand downloads last month - 2 maintainers
fairlib 0.1.0
Unified framework for assessing and improving fairness.
10 versions - Latest release: over 1 year ago - 1 dependent repositories - 110 downloads last month - 29 stars on GitHub - 1 maintainer
Top 7.8% on pypi.org
concept-erasure 0.2.4
Erasing concepts from neural representations with provable guarantees
8 versions - Latest release: 5 months ago - 1 dependent package - 3 dependent repositories - 401 downloads last month - 9 stars on GitHub - 1 maintainer
xaiographs 1.1.0
Python library providing Explainability & Fairness AI functionalities
3 versions - Latest release: 6 months ago - 21 downloads last month - 2 stars on GitHub - 1 maintainer
biaslyze 0.1.0
The NLP Bias Identification Toolkit
9 versions - Latest release: 10 months ago - 62 downloads last month - 31 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: 12 months ago - 1 dependent repositories - 472 downloads last month - 456 stars on GitHub - 2 maintainers
Top 3.7% on pypi.org
aequitas 1.0.0
The bias and fairness audit toolkit.
18 versions - Latest release: 4 months ago - 2 dependent packages - 49 dependent repositories - 31.5 thousand downloads last month - 634 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 1 year ago - 1 dependent repositories - 316 downloads last month - 634 stars on GitHub - 1 maintainer
parity-fairness 0.1.30
Measure bias from data and machine learning models.
29 versions - Latest release: almost 4 years ago - 1 dependent repositories - 128 downloads last month - 6 stars on GitHub - 1 maintainer
bias-rv 0.0.9
A package to generate biased mutants for texts
2 versions - Latest release: about 3 years ago - 28 downloads last month - 8 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: almost 4 years ago - 1 dependent repositories - 163 downloads last month - 305 stars on GitHub - 2 maintainers
finsfairauditing 0.0.2
A python library for auditing subset selections for group fairness.
2 versions - Latest release: about 2 years ago - 1 dependent package - 1 dependent repositories - 121 downloads last month - 1 stars on GitHub - 1 maintainer
fairauditingfins 0.0.1 removed
A pyhton package for auditing subset selections for group fairness.
1 version - Latest release: about 2 years ago - 0 stars on GitHub - 1 maintainer