Explainability Case Studies
Article by Ben Zevenbergen, Allison Woodruff and Patrick Gage Kelley from Google. Published on arXiv.org. Abstract: Explainability is one of the key ethical concepts in the design of machine learning . . .
Responsible AI
3 Trusted AI Toolkits Join Linux Foundation AI as Newest Incubation Projects
News article by Christina Harter. Published on the LF AI Foundation Website. Excerpt: LF AI Foundation (LF AI), the organization building an ecosystem to sustain open source innovation in artificial . . .
Addressing bias in large-scale AI applications: The LinkedIn Fairness Toolkit
Toolkit library created by Sriram Vasudevan and Krishnaram Kenthapadi (work done while at LinkedIn). The LinkedIn Fairness Toolkit (LiFT) is a Scala/Spark library that enables the measurement of fairness in large scale machine learning . . .
The term ‘ethical AI’ is finally starting to mean something
News article by Carly Kind. Published on VentureBeat.com. Excerpt: Earlier this year, the independent research organisation of which I am the Director, London-based Ada Lovelace Institute, hosted a panel at . . .
“This is Just a Prototype”: How Ethics Are Ignored in Software Startup-Like Environments
Conference paper by Ville Vakkuri, Kai-Kristian Kemell, Marianna Jantunen and Pekka Abrahamsson. Presented at the 21st International Conference on Agile Software Development, XP 2020. Abstract: Artificial Intelligence (AI) solutions are . . .
Fairlearn: A toolkit to assess and improve the fairness of machine learning models
Toolkit developed by Microsoft. Fairlearn provides developers and data scientists with capabilities to assess the fairness of their machine learning models and mitigate unfairness. Assess existing models and train new . . .
ECCOLA – a Method for Implementing Ethically Aligned AI Systems
Tool and Conference paper by Ville Vakkuri, Kai-Kristian Kemell, Pekka Abrahamsson. Presented at Euromicro DSD/SEAA 2020 Conference. Abstract: Various recent Artificial Intelligence (AI) system failures, some of which have made . . .
2021-06-07 – The Responsible AI Forum
Conference on June 7-9, 2021 (rescheduled from November 4-6, 2020 due to Covid-19) in Munich, Germany. Promoting a sustainable, inclusive and comprehensive framework for the use of AI that delivers . . .
Unchecked Power: The root of big tech issues
Report produced by Omidyar Network. 12 pages. Omidyar Network’s point of view on creating a fair and competitive technology ecosystem by curbing the power of the dominant platforms. Excerpt: The . . .
The battle for ethical AI at the world’s biggest machine-learning conference
News article by Elizabeth Gibney. Published in Nature. Excerpt: Diversity and inclusion took centre stage at one of the world’s major artificial-intelligence (AI) conferences in 2018. But once a meeting . . .
ESC: Center for Ethics, Society, and Computing at University of Michigan
Organization founded in 2020. The ESC key was added to the computer keyboard to interrupt a program when it produced unwanted results, allowing the system to be critically examined. In . . .
PAI Launches Interactive Project To Put Ethical AI Principles into Practice
News article by B. Cavello. Published on the Partnership for AI website. Excerpt: As our community begins the complex process of translating ethical technology principles into organizational practice, PAI is . . .