A comprehensive set of fairness metrics for datasets and machine learning models, explanations for these metrics, and…
Updated Jan 15, 2019
A curated list of awesome machine learning interpretability resources.
Updated Jan 4, 2019
H2O.ai Machine Learning Interpretability Resources
Updated Jan 2, 2019
Updated Oct 4, 2018
Practical techniques for interpreting machine learning models.
Updated Jan 8, 2019
Bias and Fairness Audit Toolkit
Updated Jan 7, 2019
A module which fairly distributes a list of arbitrary objects among a set of targets, considering weights.
Updated Jun 20, 2017
Python code for training fair logistic regression classifiers.
Updated Feb 14, 2018
Fairness regulator and rate limiter
Updated Dec 15, 2018
References about Machine Learning and Data Science discrimination, bias, ethics.
Updated Dec 23, 2018
A demonstration of the AI Fairness 360 toolbox for bias metrics, explanations, and remediation. Code Pattern: https:/…
Updated Jan 11, 2019
⏰ vCPU scheduler & memory coordinator for KVM through Libvirt
Updated Sep 29, 2016
Interpretable Machine Learning
Updated Oct 23, 2018
Our scientific ethos, our scientific community at the Institute of Philosophy at the University of Stuttgart
Updated Feb 1, 2018
Toolbox for Auditing, Designing and Adjusting the Ethics of AI Systems
Updated Sep 16, 2018
Introduction to Provably Fair Gaming Algorithms
Updated Sep 1, 2017
Fairness in ML using adversarial training.
Updated Jan 14, 2019
Listen to your choice! An app that lets the guests of a party choose wich music to play.
Updated Aug 22, 2018
Tool to visualize and diagnose fairness issues in machine learning
Updated Jul 16, 2018
An implementation of the Core and Subcore protocols proposed by Aziz and Mackenzie (2016) for discrete, bounded, envy…
Updated Aug 10, 2017
Evaluation metrics for gender bias in word embeddings
Updated Apr 12, 2018
Tackling Gender and Race bias in Word Embeddings
Updated Dec 11, 2018
A collection of implementations of fair ML algorithms
Updated Jan 7, 2018
Updated Jul 22, 2018
Sources for a tModLoader (Terraria mod loader) plugin (mod) called Losing Is Fun. This mod adds various tweaks and ga…
Updated Aug 9, 2018
Code and experiments for "A confidence-based approach for balancing fairness and accuracy"
Updated Feb 25, 2018
Presentation for a brief talk at URI about ethics in data science
Updated Oct 29, 2018
🗝An interactive piece on the different types of fairness.
Updated Oct 12, 2018
Updated Jun 7, 2017
Updated Jul 1, 2018