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mapping-fair-ml's Introduction

Mapping Fair ML

This is a working list of resources for people working with technology ethics. It has an Australian slant as that reflects my networks, and I'll work on adding some intros / shaping to the links. Pull requests and suggestions welcome.

Table of contents

  1. Reading Groups
  2. Book Clubs
  3. Newsletters
  4. Advocacy and Non-profits
  5. Academic papers
  6. Data policy
  7. Bias and harm mapping
  8. Cognitive Bias

Reading groups

Fair ML Reading Group
https://github.com/summerscope/fair-ml-reading-group
https://groups.io/g/fair-ml

Montreal AI Ethics Institute - Reading Groups x 5 Themes
https://montrealethics.ai/learning-community/

Book Clubs

AI Collaborative Network - Ethics Book Club
https://www.collaborativenetwork.ai/
Reading list - google sheets
Join slack to join the book club

Newsletters

Montreal AI Ethics Institute
https://aiethics.substack.com/

The New Design Congress
https://ndc.substack.com/subscribe

AI + Ethics Weekly
https://lighthouse3.com/newsletter/

Advocacy and Non-profits

Algorithm watch
https://algorithmwatch.org/

The New Design Congress
https://newdesigncongress.org/

Responsible Technology Australia
https://responsibletechnology.org.au/

Algorithmic Justice League
https://www.ajlunited.org/

The Ethics Centre
https://ethics.org.au/

Academic papers

fairXiv (fair โ€ข kive)
https://fairxiv.org

Data policy

Data Governance
Kate Caruthers (et al)
https://www.datagovernance.unsw.edu.au/

ODI - Data Ethics Canvas
https://theodi.org/article/data-ethics-canvas/

Bias and harm mapping

Consequence Scanning
https://www.doteveryone.org.uk/project/consequence-scanning/

Ethics Litmus Tests
https://www.ethical-litmus.site/

The Tarot Cards of Tech
https://www.artefactgroup.com/case-studies/the-tarot-cards-of-tech/

IDEO AI Ethics Cards
https://www.ideo.com/post/ai-ethics-collaborative-activities-for-designers

Markkula Centre for Applied Ethics - Ethics Toolkit
https://www.scu.edu/ethics-in-technology-practice/ethical-toolkit/

Cognitive Bias

Microaggressions - the game
https://www.csteachingtips.org/cards

Mental Models Weekly
Julia Clavien breaks down cognitive bias and other mental models in this excellent newsletter.
http://www.mmweekly.com/

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