TOOLBOX: Dynamics of AI Principles
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English
Guide or manual
AI Ethics Lab
The resource provides a list and a geographical worl map pointing ethical principle declarations and documents
Empowering AI Leadership – An Oversight Toolkit for Boards of Directors
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English & Spanish
Guide
World Economic Forum
A guide and toolkit for broader public and business leaders to consider not only AI fairness but also business strategy, governance and responsibility.
Responsible AI
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North America
English
Guide
PwC
The toolkit presents key risks associated to AI, including those related to bias & fairness. It offers a free responsible AI Diagnostic tool and a PDF version of pwc's Practical Guide to Responsible AI.
FairTest
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North America
English
Tech tool
Universidad de Columbia, Stanford, EPFL, Saarland Univ., Cornell Tech, Jacobs Institute
Enables developers or auditing entities to discover and test for unwarranted associations between an algorithm's outputs and certain user subpopulations identified by protected features. Produced mainly for Tech teams
Bias and Fairness Audit Toolkit
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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)
Responsible Innovation: A Best Practices Toolkit
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Creator:
English
Tech tool
Microsoft
Responsible Innovation is a toolkit for developers that provides a set of practices in development, for anticipating and addressing the potential negative impacts of technology on people. It covers applying Microsoft's AI principles of fairness, and approaches for harms modeling and community jury-style reviews.
InterpretML
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Creator:
English
Tech tool
Microsoft
Open-source package for training interpretable (explainable) ML models
Themis™ o Themis-ML
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Type:
Creator:
North America
English
Tech tool
Massachusetts University
A library that implements fairness-aware machine learning algorithms. Produced mainly for Tech teams.
Audit-AI
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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
AI Fairness 360
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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
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The readers and/or users of each resource must evaluate each tool for his/her specific intended purpose. This first interation includes only free and publicly available resources.
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