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
Top 1.5% on pypi.org
20 versions - Latest release: 5 months ago - 25 dependent packages - 145 dependent repositories - 283 thousand downloads last month - 1,808 stars on GitHub - 5 maintainers
fairlearn 0.10.0
A Python package to assess and improve fairness of machine learning models.20 versions - Latest release: 5 months ago - 25 dependent packages - 145 dependent repositories - 283 thousand downloads last month - 1,808 stars on GitHub - 5 maintainers
nlptest 1.5.0
John Snow Labs provides a library for delivering safe & effective NLP models.41 versions - Latest release: 11 months ago - 1 dependent repositories - 472 downloads last month - 456 stars on GitHub - 4 maintainers
finsfairauditing 0.0.2
A python library for auditing subset selections for group fairness.2 versions - Latest release: almost 2 years ago - 1 dependent package - 1 dependent repositories - 121 downloads last month - 1 stars on GitHub - 1 maintainer
biaslyze 0.1.0
The NLP Bias Identification Toolkit9 versions - Latest release: 9 months ago - 62 downloads last month - 31 stars on GitHub - 2 maintainers
bias-rv 0.0.9
A package to generate biased mutants for texts2 versions - Latest release: about 3 years ago - 28 downloads last month - 8 stars on GitHub - 2 maintainers
responsibleai-text 0.2.7
SDK API to assess text Machine Learning models.14 versions - Latest release: 7 days ago - 231 downloads last month - 1,225 stars on GitHub - 2 maintainers
responsibleai-vision 0.3.8
SDK API to assess image Machine Learning models.15 versions - Latest release: 7 days ago - 301 downloads last month - 1,225 stars on GitHub - 2 maintainers
Top 3.3% on pypi.org
47 versions - Latest release: 22 days ago - 1 dependent package - 10 dependent repositories - 3.97 thousand downloads last month - 1,225 stars on GitHub - 2 maintainers
raiwidgets 0.35.0
Interactive visualizations to assess fairness, explain models, generate counterfactual examples, ...47 versions - Latest release: 22 days ago - 1 dependent package - 10 dependent repositories - 3.97 thousand downloads last month - 1,225 stars on GitHub - 2 maintainers
Top 9.6% on pypi.org
7 versions - Latest release: 24 days ago - 3.23 thousand downloads last month - 1,225 stars on GitHub - 2 maintainers
rai-test-utils 0.4.2
Common basic test utilities used across various RAI tools7 versions - Latest release: 24 days ago - 3.23 thousand downloads last month - 1,225 stars on GitHub - 2 maintainers
Top 3.0% on pypi.org
47 versions - Latest release: 22 days ago - 5 dependent packages - 5 dependent repositories - 48.6 thousand downloads last month - 1,225 stars on GitHub - 1 maintainer
responsibleai 0.35.0
SDK API to explain models, generate counterfactual examples, analyze causal effects and analyze e...47 versions - Latest release: 22 days ago - 5 dependent packages - 5 dependent repositories - 48.6 thousand downloads last month - 1,225 stars on GitHub - 1 maintainer
tensorflow-model-remediation 0.1.7
TensorFlow Model Remediation10 versions - Latest release: about 2 years ago - 1 dependent repositories - 1.13 thousand downloads last month - 42 stars on GitHub - 2 maintainers
tensorboard-plugin-fairness-indicators 0.46.0
Fairness Indicators TensorBoard Plugin27 versions - Latest release: 14 days ago - 1 dependent repositories - 309 downloads last month - 330 stars on GitHub - 3 maintainers
Top 5.7% on pypi.org
31 versions - Latest release: 14 days ago - 4 dependent repositories - 1.52 thousand downloads last month - 330 stars on GitHub - 4 maintainers
fairness-indicators 0.46.0
Fairness Indicators31 versions - Latest release: 14 days ago - 4 dependent repositories - 1.52 thousand downloads last month - 330 stars on GitHub - 4 maintainers
verifyml 0.0.6
An open-source toolkit to implement responsible AI workflows6 versions - Latest release: over 2 years ago - 1 dependent repositories - 331 downloads last month - 22 stars on GitHub - 2 maintainers
dnikit 2.0.0
Base Data and Network Introspection Kit (DNIKit) Library.1 version - Latest release: 9 months ago - 1 dependent repositories - 6.1 thousand downloads last month - 70 stars on GitHub - 2 maintainers
dnikit_torch 2.0.0
DNIKit PyTorch integration and support.1 version - Latest release: 9 months ago - 1 dependent repositories - 22 downloads last month - 70 stars on GitHub - 2 maintainers
dnikit_tensorflow 2.0.0
TensorFlow extensions of DNIKit.1 version - Latest release: 9 months ago - 1 dependent repositories - 30 downloads last month - 68 stars on GitHub - 2 maintainers
faim 0.0.3
FAIM (FAir Interpolation Method), described in "Beyond Incompatibility: Interpolation between Mut...2 versions - Latest release: over 1 year ago - 19 downloads last month - 2 stars on GitHub - 4 maintainers
ethicml 1.3.0
EthicML is a library for performing and assessing algorithmic fairness. Unlike other libraries, E...49 versions - Latest release: 6 months ago - 1 dependent package - 4 dependent repositories - 507 downloads last month - 24 stars on GitHub - 2 maintainers
Top 2.6% on pypi.org
26 versions - Latest release: 2 months ago - 3 dependent packages - 13 dependent repositories - 16.5 thousand downloads last month - 1,327 stars on GitHub - 4 maintainers
dalex 1.7.0 💰
Responsible Machine Learning in Python26 versions - Latest release: 2 months ago - 3 dependent packages - 13 dependent repositories - 16.5 thousand downloads last month - 1,327 stars on GitHub - 4 maintainers
fairoaimetrics 0.0.1
A collection of pre-certified fairness metrics supported by Fairo.1 version - Latest release: 11 months ago - 10 downloads last month - 2 maintainers
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 - 30 downloads last month - 77 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 5 years ago - 1 dependent repositories - 30 downloads last month - 16 stars on GitHub - 2 maintainers
Top 7.3% on pypi.org
5 versions - Latest release: about 1 year ago - 6 dependent repositories - 1.9 thousand downloads last month - 64 stars on GitHub - 2 maintainers
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 - 2 maintainers
equal-odds 0.0.7
_PACKAGE UNDER CONSTRUCTION_8 versions - Latest release: 12 months ago - 84 downloads last month - 1 maintainer
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 - 23 downloads last month - 6 stars on GitHub - 2 maintainers
fairautoml 0.1
A Fairness-aware AutoML System1 version - Latest release: over 4 years ago - 1 dependent repositories - 13 downloads last month - 1 stars on GitHub - 2 maintainers
hyperparameter-tuning 0.3.1
A minimal framework for running hyperparameter tuning31 versions - Latest release: 8 months ago - 2 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 library9 versions - Latest release: about 2 years ago - 1 dependent repositories - 407 downloads last month - 4 maintainers
fairret 0.1.3
A fairness library in PyTorch.4 versions - Latest release: 14 days ago - 257 downloads last month - 15 stars on GitHub - 2 maintainers
equalityml-fork2 0.1.2
Algorithms for evaluating fairness metrics and mitigating unfairness in supervised machine learning1 version - Latest release: about 1 year ago - 13 downloads last month - 31 stars on GitHub - 2 maintainers
oracle-automlx 24.2.0
Automated Machine Learning with Explainability4 versions - Latest release: 8 days ago - 1 dependent package - 346 downloads last month - 20 stars on GitHub - 4 maintainers
etiq 1.5.1
ETIQ.ai ML Testing library35 versions - Latest release: 5 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 datasets18 versions - Latest release: 5 months ago - 1.24 thousand downloads last month - 4 maintainers
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 - 89 downloads last month - 13 stars on GitHub - 4 maintainers
equalityml 0.2.1
Algorithms for evaluating fairness metrics and mitigating unfairness in supervised machine learning3 versions - Latest release: 6 months ago - 33 downloads last month - 27 stars on GitHub - 1 maintainer
fairometrics 24.4.1
A collection of pre-certified fairness metrics supported by Fairo.9 versions - Latest release: about 1 month ago - 68 downloads last month - 1 maintainer
flgo 0.2.8
A Research-oriented FL Platform.57 versions - Latest release: 22 days ago - 1.04 thousand downloads last month - 441 stars on GitHub - 2 maintainers
fairlens 0.1.0
Identify bias and measure fairness of your data3 versions - Latest release: over 2 years ago - 1 dependent repositories - 159 downloads last month - 87 stars on GitHub - 4 maintainers
equipy 0.0.6a0.dev0
Equipy is a tool for fast, online fairness calibration3 versions - Latest release: 21 days ago - 94 downloads last month - 11 stars on GitHub - 2 maintainers
Top 9.6% on pypi.org
7 versions - Latest release: about 1 year ago - 1 dependent repositories - 301 downloads last month - 632 stars on GitHub - 1 maintainer
aequitas-lite 0.43.5
The bias and fairness audit toolkit.7 versions - Latest release: about 1 year ago - 1 dependent repositories - 301 downloads last month - 632 stars on GitHub - 1 maintainer
Top 3.7% on pypi.org
18 versions - Latest release: 3 months ago - 2 dependent packages - 49 dependent repositories - 8.12 thousand downloads last month - 632 stars on GitHub - 2 maintainers
aequitas 1.0.0
The bias and fairness audit toolkit.18 versions - Latest release: 3 months ago - 2 dependent packages - 49 dependent repositories - 8.12 thousand downloads last month - 632 stars on GitHub - 2 maintainers
Top 2.2% on pypi.org
12 versions - Latest release: about 1 month ago - 7 dependent packages - 99 dependent repositories - 18 thousand downloads last month - 2,299 stars on GitHub - 3 maintainers
aif360 0.6.1
IBM AI Fairness 36012 versions - Latest release: about 1 month ago - 7 dependent packages - 99 dependent repositories - 18 thousand downloads last month - 2,299 stars on GitHub - 3 maintainers
aif360-fork2 0.5.0
IBM AI Fairness 3601 version - Latest release: about 1 year ago - 2 dependent packages - 35 downloads last month - 2,299 stars on GitHub - 2 maintainers
Top 9.7% on pypi.org
4 versions - Latest release: over 6 years ago - 3 dependent repositories - 65 downloads last month - 120 stars on GitHub - 2 maintainers
themis-ml 0.0.4 💰
Fairness-aware Machine Learning4 versions - Latest release: over 6 years ago - 3 dependent repositories - 65 downloads last month - 120 stars on GitHub - 2 maintainers
error-parity 0.3.11
Achieve error-rate parity between protected groups for any predictor15 versions - Latest release: 14 days ago - 220 downloads last month - 11 stars on GitHub - 2 maintainers
fairml 0.1.1.5rc8
Module for measuring feature dependence for black-box models8 versions - Latest release: almost 7 years ago - 1 dependent repositories - 62 downloads last month - 354 stars on GitHub - 2 maintainers
Top 6.7% on pypi.org
5 versions - Latest release: about 2 years ago - 10 dependent repositories - 905 downloads last month - 207 stars on GitHub - 2 maintainers
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 - 905 downloads last month - 207 stars on GitHub - 2 maintainers
langtest 2.1.0
John Snow Labs provides a library for delivering safe & effective NLP models.59 versions - Latest release: about 1 month ago - 844 downloads last month - 420 stars on GitHub - 6 maintainers
canonical-sets 0.0.3
Exposing Algorithmic Bias with Canonical Sets.3 versions - Latest release: over 1 year ago - 33 downloads last month - 6 stars on GitHub - 1 maintainer
Top 7.5% on pypi.org
4 versions - Latest release: over 1 year ago - 1 dependent package - 1 dependent repositories - 1.24 thousand downloads last month - 1,205 stars on GitHub - 2 maintainers
nlp-feature-extractors 0.1.0
NLP Feature Extractors4 versions - Latest release: over 1 year ago - 1 dependent package - 1 dependent repositories - 1.24 thousand downloads last month - 1,205 stars on GitHub - 2 maintainers
fairpy 0.1.0
FairPy is a comprehensive Python Library for Machine Learning Fairness1 version - Latest release: about 1 year ago - 16 downloads last month - 0 stars on GitHub - 2 maintainers
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 - 55 downloads last month - 88 stars on GitHub - 2 maintainers
perturbers 0.0.0
Perturber models for neural data augmentation.1 version - Latest release: 2 months ago - 9 downloads last month - 0 stars on GitHub - 2 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: 3 months ago - 19 downloads last month - 0 stars on GitHub - 2 maintainers
oracle-guardian-ai 1.1.0
Oracle Guardian AI Open Source Project3 versions - Latest release: 18 days ago - 1 dependent repositories - 16 downloads last month - 36 stars on GitHub - 3 maintainers
thetis 0.2.0
Service to examine data processing pipelines (e.g., machine learning or deep learning pipelines) ...5 versions - Latest release: about 2 months ago - 44 downloads last month - 1 stars on GitHub - 2 maintainers
thetiscore 0.2.0
Service to examine data processing pipelines (e.g., machine learning or deep learning pipelines) ...6 versions - Latest release: about 2 months ago - 1 dependent package - 92 downloads last month - 1 stars on GitHub - 1 maintainer
fairgbm 0.9.14
FairGBM Python Package7 versions - Latest release: over 1 year ago - 1 dependent package - 1 dependent repositories - 6.53 thousand downloads last month - 95 stars on GitHub - 1 maintainer
rsmtool 12.0.0
Rater scoring modeling tool20 versions - Latest release: about 2 months ago - 1 dependent repositories - 164 downloads last month - 65 stars on GitHub - 7 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 - 27 downloads last month - 12 stars on GitHub - 2 maintainers
dataset-bias-metrics 0.1
Dataset demographic bias metrics1 version - Latest release: about 1 year ago - 7 downloads last month - 1 stars on GitHub - 2 maintainers
fairmlhealth 1.0.2
Health-centered variation analysis3 versions - Latest release: over 2 years ago - 1 dependent repositories - 23 downloads last month - 29 stars on GitHub - 2 maintainers
Top 3.0% on pypi.org
60 versions - Latest release: 23 days ago - 2 dependent packages - 8 dependent repositories - 51.2 thousand downloads last month - 1,198 stars on GitHub - 1 maintainer
erroranalysis 0.5.4
Core error analysis APIs60 versions - Latest release: 23 days ago - 2 dependent packages - 8 dependent repositories - 51.2 thousand downloads last month - 1,198 stars on GitHub - 1 maintainer
pranaam 0.0.2
Predict religion and caste based on name2 versions - Latest release: about 2 years ago - 1 dependent repositories - 77 downloads last month - 7 stars on GitHub - 2 maintainers
fairbench 0.2.14
Fairness model assessment framework26 versions - Latest release: 2 months ago - 50 downloads last month - 11 stars on GitHub - 1 maintainer
nhssynth 0.10.0
Synthetic data generation pipeline leveraging a Differentially Private Variational Auto Encoder a...22 versions - Latest release: 6 months ago - 50 downloads last month - 4 stars on GitHub - 4 maintainers
Top 2.7% on pypi.org
7 versions - Latest release: 25 days ago - 9 dependent packages - 8 dependent repositories - 121 thousand downloads last month - 1,196 stars on GitHub - 1 maintainer
raiutils 0.4.2
Common basic utilities used across various RAI tools7 versions - Latest release: 25 days ago - 9 dependent packages - 8 dependent repositories - 121 thousand downloads last month - 1,196 stars on GitHub - 1 maintainer
fat-forensics 0.1.2
A Python Toolbox for Algorithmic Fairness, Accountability and Transparency5 versions - Latest release: over 1 year ago - 4 dependent repositories - 82 downloads last month - 70 stars on GitHub - 1 maintainer
fairlib 0.1.0
Unified framework for assessing and improving fairness.10 versions - Latest release: over 1 year ago - 1 dependent repositories - 24 downloads last month - 29 stars on GitHub - 1 maintainer
Top 7.8% on pypi.org
8 versions - Latest release: 4 months ago - 1 dependent package - 3 dependent repositories - 401 downloads last month - 9 stars on GitHub - 2 maintainers
concept-erasure 0.2.4
Erasing concepts from neural representations with provable guarantees8 versions - Latest release: 4 months ago - 1 dependent package - 3 dependent repositories - 401 downloads last month - 9 stars on GitHub - 2 maintainers
xaiographs 1.1.0
Python library providing Explainability & Fairness AI functionalities3 versions - Latest release: 5 months ago - 11 downloads last month - 2 stars on GitHub - 2 maintainers
parity-fairness 0.1.30
Measure bias from data and machine learning models.29 versions - Latest release: over 3 years ago - 1 dependent repositories - 29 downloads last month - 6 stars on GitHub - 2 maintainers
Top 5.9% on pypi.org
53 versions - Latest release: almost 5 years ago - 1 dependent package - 4 dependent repositories - 3.48 thousand downloads last month - 127 stars on GitHub - 2 maintainers
blackboxauditing 0.1.54
Sample Implementation of Gradient Feature Auditing (GFA)53 versions - Latest release: almost 5 years ago - 1 dependent package - 4 dependent repositories - 3.48 thousand downloads last month - 127 stars on GitHub - 2 maintainers
infairness 0.2.3
inFairness is a Python package to train and audit individually fair PyTorch models5 versions - Latest release: about 1 year ago - 1.49 thousand downloads last month - 58 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 - 128 downloads last month - 305 stars on GitHub - 2 maintainers
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
Related Keywords
machine-learning
40
fairness-ml
24
bias
23
fairness-ai
22
responsible-ai
18
python
18
data-science
16
ml
15
ai
14
explainability
14
explainable-ai
14
interpretability
13
explainable-ml
11
visualization
10
deep-learning
9
data-analysis
9
error-analysis
8
data-visualization
8
jupyter
8
machinelearning
8
ui
8
widgets
8
widget
8
artificial-intelligence
7
machine learning
6
fairness-testing
6
pytorch
6
bias-correction
5
machine
5
learning
5
machine-bias
5
data
5
discrimination
5
AI
5
robustness
5
model
4
bias-mitigation
4
classification
4
fairness-awareness-model
4
nlp
4
accountability
3
transparency
3
algorithmic-fairness
3
bias-reduction
3
bias-finder
3
introspection
3
data-duplication
3
ethics-in-ai
3
compression
3
regression
3
group-fairness
3
natural-language-processing
3
metrics
3
NLP
3
optimization
3
etiq
3
tensorflow
3
ethics
3
Machine Learning
3
ibm-research-ai
2
ibm-research
2
ranking
2
fairness-assessment
2
codait
2
tuning
2
hyperparameter-optimization
2
bias-detection
2
aequitas
2
pandas
2
oracle
2
Fairness
2
fair
2
biases
2
validation
2
uncertainty-calibration
2
traceability
2
robustness-ml
2
robustness-ai
2
neural-networks
2
dataset
2
data-quality
2
confidence-calibration
2
thetis
2
detection
2
object
2
confidence
2
network
2
neural
2
uncertainty
2
calibration
2
security
2
safety
2
privacy
2
audit
2
trusted-ai
2
r
2
governance
2
testing
2
benchmarks
2
large-language-models
2