Responsible and Ethical AI

Responsible and Ethical AI (slides) English Español Português

Climate Change AI

Overview lecture Introductory Educational materials Global Cross-cutting Climate Reinforcement Learning Supervised Learning Unsupervised Learning Cross-cutting AI

Harnessing Machine Learning to Achieve Net Zero

Shakir Mohamed

Video Introductory Educational materials Global Climate Justice Reinforcement Learning Supervised Learning Unsupervised Learning Cross-cutting AI

Recommendation on the Ethics of Artificial Intelligence

United Nations Educational, Scientific and Cultural Organization (UNESCO)

Report (international organization) Introductory International organization Global Reinforcement Learning Supervised Learning Unsupervised Learning Cross-cutting AI

Evolving with Innovation: The 2024 OECD AI Principles Update

Organisation for Economic Co-operation and Development (OECD)

Blog post Introductory International organization Global Reinforcement Learning Supervised Learning Unsupervised Learning Cross-cutting AI

The Global Landscape of AI Ethics Guidelines

Anna Jobin; Marcello Ienca; Effy Vayena

Journal article Intermediate Research Global Reinforcement Learning Supervised Learning Unsupervised Learning Cross-cutting AI

Principled Artificial Intelligence: Mapping Consensus in Ethical and Rights-based Approaches to Principles for AI

Jessica Fjeld

Journal article Intermediate Research Global Reinforcement Learning Supervised Learning Unsupervised Learning Cross-cutting AI

9. Algorithmic bias: the state of the situation and policy recommendations In OECD Digital Education Outlook 2023

Ryan S. Baker; M. Aaron Hawn; Seiyon Lee

Report (international organization) Introductory International organization Global Reinforcement Learning Supervised Learning Unsupervised Learning Cross-cutting AI

Bugs in the Data: How ImageNet Misrepresents Biodiversity

Sasha Luccioni; David Rolnick

Conference paper Intermediate Research Global Ecosystems & Biodiversity Supervised Learning Computer Vision & Remote Sensing

Data Governance in the Age of Large-Scale Data-Driven Language Technology

Yacine Jernite; Huu Nguyen; Stella Biderman; Anna Rogers; Maraim Masoud; Valentin Danchev; Samson Tan; Alexandra Sasha Luccioni; Nishant Subramani; Isaac Johnson; Gerard Dupont; Jesse Dodge; Kyle Lo; Zeerak Talat; Dragomir Radev; Aaron Gokaslan; Somaieh Nikpoor; Peter Henderson; Rishi Bommasani; Margaret Mitchell

Conference paper Intermediate Research Global Supervised Learning Unsupervised Learning Natural Language Processing

A Ladder of Citizen Participation

Sherry R. Arnstein

Journal article Intermediate Research Global Climate Policy

The Values Encoded in Machine Learning Research

Abeba Birhane; Pratyusha Kalluri; Dallas Card; William Agnew; Ravit Dotan; Michelle Bao

Conference paper Intermediate Research Global Reinforcement Learning Unsupervised Learning Supervised Learning Cross-cutting AI

The FAIR Guiding Principles for scientific data management and stewardship

Mark D. Wilkinson; Michel Dumontier; IJsbrand Jan Aalbersberg; Gabrielle Appleton; Myles Axton; Arie Baak; Niklas Blomberg; Jan-Willem Boiten; Luiz Bonino da Silva Santos; Philip E. Bourne; Jildau Bouwman; Anthony J. Brookes; Tim Clark; Mercè Crosas; Ingrid Dillo; Olivier Dumon; Scott Edmunds; Chris T. Evelo; Richard Finkers; Alejandra Gonzalez-Beltran; Alasdair J.G. Gray; Paul Groth; Carole Goble; Jeffrey S. Grethe; Jaap Heringa; Peter A.C ’t Hoen; Rob Hooft; Tobias Kuhn; Ruben Kok; Joost Kok; Scott J. Lusher; Maryann E. Martone; Albert Mons; Abel L. Packer; Bengt Persson; Philippe Rocca-Serra; Marco Roos; Rene van Schaik; Susanna-Assunta Sansone; Erik Schultes; Thierry Sengstag; Ted Slater; George Strawn; Morris A. Swertz; Mark Thompson; Johan van der Lei; Erik van Mulligen; Jan Velterop; Andra Waagmeester; Peter Wittenburg; Katherine Wolstencroft; Jun Zhao; Barend Mons

Journal article Introductory Research Global Reinforcement Learning Supervised Learning Unsupervised Learning Cross-cutting AI

The CARE Principles for Indigenous Data Governance

Stephanie Russo Carroll; Maui Hudson; Jan Chapman; Oscar Luis Figueroa-Rodríguez; Jarita Holbrook; Ray Lovett; Simeon Materechera; Mark Parsons; Kay Raseroka; Desi Rodriguez-Lonebear; Robyn Rowe; Rodrigo Sara; Jennifer Walker

Journal article Introductory Research Global Local and Indigenous Knowledge Systems Reinforcement Learning Supervised Learning Unsupervised Learning Cross-cutting AI

Policy brief “The Role of Indigenous Territories in Forest Carbon Conservation: Challenges and Opportunities”

Amazon Network of Georeferenced Socio-Environmental Information (RAISG)

Report (NGO/non-profit) Intermediate NGO/non-profit South America Local and Indigenous Knowledge Systems Forests Ecosystems & Biodiversity Ecology

Brazil’s AI Act – Bill No. 2,338/2023

Brazilian Government

South America

Datasheets for Datasets

Timnit Gebru; Jamie Morgenstern; Briana Vecchione; Jennifer Wortman Vaughan; Hanna Wallach; Hal Daumé III; Kate Crawford

Journal article Introductory Research Global Reinforcement Learning Supervised Learning Unsupervised Learning Cross-cutting AI

Model Cards for Model Reporting

Margaret Mitchell; Simone Wu; Andrew Zaldivar; Parker Barnes; Lucy Vasserman; Ben Hutchinson; Elena Spitzer; Inioluwa Deborah Raji; Timnit Gebru

Journal article Introductory Research Global Reinforcement Learning Supervised Learning Unsupervised Learning Cross-cutting AI

AI Data Centers Are Sending Power Bills Soaring

Josh Saul; Leonardo Nicoletti; Demetrios Pogkas; Dina Bass; Naureen Malik

News article Introductory Press Global Impact Assessment Reinforcement Learning Supervised Learning Unsupervised Learning Cross-cutting AI

Data Workers' Inquiry - Our Methodology

Data Workers' Inquiry

Web application Intermediate NGO/non-profit Global Reinforcement Learning Supervised Learning Unsupervised Learning Cross-cutting AI

AI and Climate Change: The Global South Facing the New Geopolitics of Innovation

Lori Regattieri

Report (NGO/non-profit) Intermediate Research Global Climate Justice Agriculture & Food Supervised Learning Reinforcement Learning Unsupervised Learning Cross-cutting AI

Empire of AI

Karen Hao

Book Introductory Press Global Reinforcement Learning Supervised Learning Unsupervised Learning Cross-cutting AI

Data Governance and Data Management: What’s the Difference?

Michael Semer

Blog post Introductory Industry Global Reinforcement Learning Supervised Learning Unsupervised Learning Cross-cutting AI

From AI Ethics Principles to Data Science Practice: A Reflection and a Gap Analysis Based on Recent Frameworks and Practical Experience

Ilina Georgieva; Claudio Lazo; Tjerk Timan; Anne Fleur van Veenstra

Journal article Intermediate Research Global Reinforcement Learning Supervised Learning Unsupervised Learning Cross-cutting AI

Foundational Practices to Secure Data and Facilitate Responsible AI Solutions

CAI

Blog post Intermediate Industry Global Reinforcement Learning Supervised Learning Unsupervised Learning Cross-cutting AI

The Crucial Role of Regulatory Sandboxes in Shaping the Ethical Future of AI

Enzo Maria Fevre

Blog post Intermediate Research Global Reinforcement Learning Supervised Learning Unsupervised Learning Cross-cutting AI