Library/AIF360
Library/AIF360Forked

Trusted-AI/AIF360

AIF360

A comprehensive set of fairness metrics for datasets and machine learning models, explanations for these metrics, and algorithms to mitigate bias in datasets and models.

Builder

Trusted-AI

Trusted-AI

Trusted-AI • individual

Stars

2,784

Using upstream star count

Forks

907

Using upstream fork count

Open Issues

0

Activity Score

0/100

0 commits in 30d

Created

Aug 22, 2018

Project creation date

README Summary

AIF360 is a comprehensive Python toolkit developed by IBM's Trusted AI team that provides fairness metrics for evaluating bias in datasets and machine learning models. The library includes explanations for various fairness metrics and implements algorithms to detect and mitigate bias across different stages of the ML pipeline. It supports multiple fairness definitions and provides both individual and group fairness measures with practical mitigation strategies.

AI Dev Skills

Unmapped

Algorithmic FairnessBias Detection and MitigationFairness Metrics DevelopmentDataset Bias AnalysisModel Fairness EvaluationStatistical Parity MethodsEqualized Odds OptimizationDemographic Parity AnalysisCausal Inference for FairnessPre-processing Bias MitigationIn-processing Fairness ConstraintsPost-processing Fairness Correction

Tags

Algorithmic FairnessBias Detection and MitigationFairness Metrics DevelopmentDataset Bias AnalysisModel Fairness EvaluationStatistical Parity MethodsEqualized Odds OptimizationDemographic Parity AnalysisCausal Inference for FairnessPre-processing Bias MitigationIn-processing Fairness ConstraintsPost-processing Fairness CorrectionSelf-hostedCredit Scoring Bias DetectionOn-premiseCriminal Justice Risk AssessmentHealthcareAI SafetyAI EthicsHiring Algorithm Fairness EvaluationEducational Assessment Bias MitigationLegal TechGovernmentHealthcare Outcome Equity AnalysisResponsible AICloud APIAI GovernanceEducationHuman ResourcesLoan Approval Fairness TestingFinTechInsurance Premium FairnessTabularInsurancePython

Taxonomy

Recent Activity

Updated 5 months ago

7 Days

0

30 Days

0

90 Days

0

Quality

production
Quality
high
Maturity
production

Categories

Evals & BenchmarkingPrimaryInference & ServingSafety & AlignmentData Science & AnalyticsHealthcare & BiologyFinance & LegalOther AI / MLIndustry: FinTechModel Training

PM Skills

Data & EvaluationCost & Efficiency

Languages

Python100.0%

Timeline

Project created
Aug 22, 2018
Forked
Mar 21, 2026
Your last push
5 months ago
Upstream last push
5 months ago
Tracked since
Nov 13, 2025

Similar Repos

pgvector cosine similarity · $0

Loading…