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Margaret Mitchell
Photo via Wikimedia Commons (Public domain)

Margaret Mitchell

Chief Ethics Scientist at Hugging Face; lead author of Model Cards

Margaret Mitchell co-founded and co-led Google's Ethical AI team and was the lead author of Model Cards for Model Reporting, the short standard document that now ships with many released models. She is Chief Ethics Scientist at Hugging Face.

Websitem-mitchell.com
#model documentation#AI transparency#AI ethics

Read them in their own words

Published elsewhere, not by me — so you get real context beyond the name and the title.

Q&AHugging Face BlogMarch 2022

Machine Learning Experts — Margaret Mitchell

How an ethics team actually works inside a company, and where bias enters through the data.

Key arguments & positions

  • Argues every released model should ship with plain documentation of its intended use, its evaluation data and where it performs worse.
  • Holds that ethics work needs to sit inside engineering practice, not alongside it as review-after-the-fact.
  • Has spoken publicly about the cost to researchers of raising these issues from inside a company.

Accomplishments

  • Chief Ethics Scientist at Hugging Face.
  • Co-founded and co-led Google's Ethical AI research team.
  • Lead author of "Model Cards for Model Reporting" (2019), now standard practice on major model hubs.

Papers & key writings

Links

In the library

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Recommended next

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WebsiteFreecrfm.stanford.edu

HELM: Holistic Evaluation of Language Models

Stanford's Center for Research on Foundation Models runs HELM as a living benchmark for language and multimodal models. Rather than one score, it reports many models across many scenarios on multiple metrics — accuracy, calibration, robustness, fairness, bias, toxicity and efficiency — and publishes the leaderboards alongside the raw model outputs (predictions and prompts) so you can check a claim yourself instead of taking a number on trust. Separate leaderboards cover areas such as classic HELM, instruction-following, medical, legal and safety. All results and analysis are free to browse on the site, no account.

Why this: Covers AI transparency and AI ethics too

PublisherFreeTech Policy Press

Tech Policy Press — Technology and Democracy

This nonprofit publication provides news, opinion, and analysis on how technology impacts government and democracy. You can read articles and listen to podcasts to stay informed on tech laws, platform regulations, and artificial intelligence ethics.

Why this: Also about AI ethics

Training ProgramFreemarkcubanai.org

Mark Cuban Foundation AI Bootcamp — for students

A free twenty-hour introduction to artificial intelligence for high school students, no coding experience required, taught through hands-on projects in areas students already care about.

Why this: Also about AI ethics

WebinarFreetickettailor.com

GatherVerse Women's AI Summit 2026

The GatherVerse Women's AI Summit 2026 is a free virtual global gathering of women building the future of artificial intelligence and emerging technologies, running September 15-17 and September 22-23, 2026, starting 8:00 AM PT each day. Sessions span technology, healthcare, education, business and community work, with a humanity-first focus on experiences, opportunities and what comes next at the intersection of AI and people.

Why this: Also about AI ethics