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Margaret Mitchell

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Keynote Speaker – Margaret MitchellPyCon US 20232023-04-19
Creates early image‑description systems in 2011 that surpass human BLEU scores yet fail blind users because BLEU misses real needs; builds a Seeing AI…
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Writing the Playbook for Fair & Ethical Artificial Intelligence & Machine LearningGoogle I/O 20192019-05-07
Company adopts seven AI principles and four explicit red lines (no weapons, no human‑rights violations), builds a central non‑engineering review team with…
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Margaret Mitchell, Senior Research Scientist, Google at MLconf Seattle 2017MLconf Seattle 20172017-05-19
Shows that image-caption models learn what humans mention not what’s visually true, because of reporting bias (a 2013 study found “murder” appears ~10× more…
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