NGO-Algorithm-Audit / unsupervised-bias-detection
Unsupervised bias detection tool for binary AI classifiers. Including qualitative approach to assess quantitative disparities.
☆20Updated last month
Related projects ⓘ
Alternatives and complementary repositories for unsupervised-bias-detection
- Achieve error-rate fairness between societal groups for any score-based classifier.☆16Updated 6 months ago
- A Python Package providing two algorithms, DAME and FLAME, for fast and interpretable treatment-control matches of categorical data☆57Updated 5 months ago
- FairPrep is a design and evaluation framework for fairness-enhancing interventions that treats data as a first-class citizen.☆11Updated last year
- Code and data for decision making under strategic behavior, NeurIPS 2020 & Management Science 2024.☆27Updated 8 months ago
- Repository of experiments in fairness Machine Learning.☆8Updated 4 months ago
- A fairness library in PyTorch.☆26Updated 3 months ago
- GRAPL: A computational library for nonparametric structural causal modelling, analysis and inference☆78Updated 11 months ago
- ☆18Updated last year
- Python package to compute interaction indices that extend the Shapley Value. AISTATS 2023.☆17Updated last year
- The Recognizing, Exploring, and Articulating Limitations in Machine Learning research tool (REAL ML) is a set of guided activities to hel…☆51Updated 2 years ago
- ❓y0 (pronounced "why not?") is for causal inference in Python☆45Updated 2 weeks ago
- Editing machine learning models to reflect human knowledge and values☆123Updated last year
- Competing Risks and Survival Analysis☆56Updated this week
- The cause2e package provides tools for performing an end-to-end causal analysis of your data. Developed by Daniel Grünbaum (@dg46).☆57Updated last year
- Library for graphical models of decision making, based on pgmpy and networkx☆96Updated last year
- ☆27Updated 2 years ago
- Bayesian Bandits☆66Updated last year
- Get classification risk scores on tabular tasks using LLMs☆11Updated last week
- Python implementation of the original R sensemakr package: https://github.com/carloscinelli/sensemakr☆45Updated 9 months ago
- ☆42Updated 2 months ago
- Proposal Documents for Fairlearn☆9Updated 4 years ago
- ☆15Updated 3 months ago
- python tools to check recourse in linear classification☆74Updated 3 years ago
- ☆21Updated 11 months ago
- [Experimental] Causal graphs that are networkx-compliant for the py-why ecosystem.☆47Updated this week
- Multi-Objective Counterfactuals☆40Updated 2 years ago
- ☆10Updated last year
- Statistical inference for fairness auditing☆11Updated last year
- FairVis: Visual Analytics for Discovering Intersectional Bias in Machine Learning☆35Updated 6 months ago
- ☆12Updated 9 months ago