top of page
gorSAys_xZ41NHvYilLR05jhmealg5wC6tAVWbmPcq4.jpg

AI FAIRNESS 
GLOBAL LIBRARY

Tools, guides, resources, metrics,

and methodologies to support institutions

transforming AI fairness principles into practice. 

All Resources

Diseño sin título.jpg

AI Blindspot

Origin:

Language:

Type:

Creator:

Worldwide

English

Tech tool

Berkman Klein Center and MIT Media Lab

A discovery process tool for product teams to spot unconscious biases and structural inequalities in AI systems.

Produced mainly for Tech teams.

Diseño sin título.jpg

AI Fairness 360

Origin:

Language:

Type:

Creator:

North America

English

Tech tool

IBM

This extensible open source toolkit can help you examine, report, and mitigate discrimination and bias in machine learning models throughout the AI application lifecycle. We invite you to use and improve it. Produced mainly for Tech teams

Diseño sin título.jpg

AI Principles

Origin:

Language:

Type:

Creator:

Europe

English

Guide

OECD

Promote use of AI that is innovative and trustworthy and that respects human rights and democratic values. Adopted in May 2019, they set standards for AI that are practical and flexible enough to stand the test of time. Produced mainly for Government and Ministerial Levels.

Diseño sin título.jpg

Artificial intelligence - Governance framework model. Second Edition

Origin:

Language:

Type:

Creator:

Asia

English

Guide

S Iswaran- Minister for Communications and Information- Singapore

Addition of industry examples in each section to illustrate how organizations have implemented AI governance practices. Produced mainly for Government

Diseño sin título.jpg

Bias and Fairness Audit Toolkit

Origin:

Language:

Type:

Creator:

North America

English

Tech tool

Chicago University

Open source tech tool for auditing the data and predictions of machine learning solutions for their fairness. Requires relatively light technology background (can be used by non-developers)

Diseño sin título.jpg

CERTIFAI

Origin:

Language:

Type:

Creator:

English

Tech tool

Cognitive Scale - Cortex

Tool developed by Cognitive Scale for data scientists to evaluate their AI models for robustness, fairness, and explainability, and allows users to compare different models or model versions for these qualities.

Diseño sin título.jpg

AI Ethics for Nonprofits toolkit

Origin:

Language:

Type:

Creator:

North America

English

Tool tech & Guide

NetHope (consortium of 60 INGOs) in partnership with MIT D-Lab and USAID

Participants will learn some of the fundamentals of AI ethics and then immediately get to practice applying ethical considerations related to the principle of Fairness in the context of several humanitarian and international development use cases. Produced mainly for C Level, Manager, Tech Team, Non Tech Team.

Diseño sin título.jpg

AI For Everyone Course

Origin:

Language:

Type:

Creator:

North America

English

Course

Andrew Ng

Povide AI practitioners and non-technical professionals with the necessary tools to go all the way from foundational basics to advanced application, empowering them to build an AI-powered future. Produced mainly for everyone.

Diseño sin título.jpg

Algorithmic Accountability Policy Toolkit

Origin:

Language:

Type:

Creator:

English

Guide or manual

AI Now Institute

This toolkit includes resources for advocates interested in or currently engaged in work to uncover where algorithms are being used and to create transparency and accountability mechanisms. Produced mainly for Tech teams.

Diseño sin título.jpg

Audit-AI

Origin:

Language:

Type:

Creator:

North America

English

Tech tool

Pymetrics

Open sourced bias testing tool useful for developers, that seems active for updating. Produced mainly for Tech teams

Diseño sin título.jpg

Bias in machine learning and ethical implications

Origin:

Language:

Type:

Creator:

North America

English

Guide

Institute of International Finance

The report outlines ways in which financial institutions are cautiously implementing Machine Learning into their processes, such as in credit risk assessment and anti-money laundering, and the mathematical as well as social components of fairness to be considered.
Produced mainly for C leve & Managers.

Diseño sin título.jpg

Caja de Herramientas Humanísticas

Origin:

Language:

Type:

Creator:

Latin America and the Caribbean

Spanish

Guide

Guia.ai collaborating with CeTyS, BID & fAIr LAC

Philosophical insights aimed at clarifying the nature of artificial intelligence, its relationship with human intelligence, as well as the various types of developments that have taken place in this field and the questions and challenges they raise.

¿Deseas contribuir?

 Esta es una Biblioteca Global Viva.

Si tienes algún recurso sobre la justicia de la IA que no ha sido publicado en esta

Biblioteca y te gustaría que se tenga en cuenta, o si eres el

creador de un recurso publicado aquí, y le gustaría editar la información,

Por favor envíanos un email

yo

Divulgaciones:

El material incluido en este sitio no está necesariamente respaldado por el Foro Económico Mundial, el Consejo del Futuro Global sobre IA para la Humanidad, C Minds y/u otros colaboradores.

Los y las lectoras y/o personas usuarias de cada recurso deben evaluar cada herramienta para su propósito específico previsto. Esta primera interacción incluye solo recursos gratuitos y disponibles públicamente.

La propiedad intelectual de todos los recursos es propiedad de los creadores de cada recurso individual.

Este material puede ser compartido, siempre que se atribuya claramente a sus creadores. Este material no puede ser utilizado con fines comerciales.

Consejo del Futuro Global sobre IA para la Humanidad,WEF con el apoyo de C Minds

© 2020 - 2021  

bottom of page