propublica / compas-analysis
Data and analysis for 'Machine Bias'
☆629Updated 7 years ago
Related projects ⓘ
Alternatives and complementary repositories for compas-analysis
- Comparing fairness-aware machine learning techniques.☆159Updated last year
- ☆360Updated 3 years ago
- Bias Auditing & Fair ML Toolkit☆692Updated 2 months ago
- Python code for training fair logistic regression classifiers.☆189Updated 2 years ago
- A library that implements fairness-aware machine learning algorithms☆124Updated 4 years ago
- Datasets derived from US census data☆240Updated 5 months ago
- ☆56Updated 3 years ago
- Themis™ is a software fairness tester.☆101Updated 4 years ago
- Research code for auditing and exploring black box machine-learning models.☆130Updated last year
- ☆38Updated 7 months ago
- ☆312Updated last year
- detect demographic differences in the output of machine learning models or other assessments☆312Updated 4 years ago
- A curated list of awesome Fairness in AI resources☆313Updated last year
- This repository contains the full code for the "Towards fairness in machine learning with adversarial networks" blog post.☆117Updated 3 years ago
- python tools to check recourse in linear classification☆74Updated 3 years ago
- A comprehensive set of fairness metrics for datasets and machine learning models, explanations for these metrics, and algorithms to mitig…☆2,451Updated 4 months ago
- ☆259Updated 7 months ago
- Interpret Community extends Interpret repository with additional interpretability techniques and utility functions to handle real-world d…☆421Updated 5 months ago
- Adversarial Attacks on Post Hoc Explanation Techniques (LIME/SHAP)☆80Updated last year
- ☆38Updated 5 years ago
- Hands-on tutorial on ML Fairness☆69Updated last year
- Code for "Counterfactual Fairness" (NIPS2017)☆50Updated 6 years ago
- H2O.ai Machine Learning Interpretability Resources☆483Updated 3 years ago
- LOcal Rule-based Exlanations☆49Updated 11 months ago
- Examples of techniques for training interpretable ML models, explaining ML models, and debugging ML models for accuracy, discrimination, …☆673Updated 4 months ago
- General Purpose Risk Modeling and Prediction Toolkit for Policy and Social Good Problems☆187Updated last week
- Repo for GIAN fairness course☆54Updated 7 years ago
- Code for "High-Precision Model-Agnostic Explanations" paper☆797Updated 2 years ago
- Code for all experiments.☆308Updated 3 years ago
- A command line tool to easily add an ethics checklist to your data science projects.☆289Updated 4 months ago