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Gender neutral pronouns get translated to gender stereotypes by Google translate
#FATML pic.twitter.com/HuAlOyjHEG
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Google translate: Turkish 3rd person pronoun "O"=gender-neutral. "O" is a doctor
"He" is a doctor. "O" is a nurse
"She" is a nurse. #fatml pic.twitter.com/a9Q8cDZD5y
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Pretty damn excited about my new class on fairness, accountability, and transparency in machine learning!
#FATML https://docs.google.com/document/d/1GV97qqvjQNvyM2I01vuRaAwHe9pQAZ9pbP7KkKveg1o/edit …Prikaži ovu nit -
Crazy gender biases built into word embedding a used for countless AI language systems!
#FATML paper: http://www.fatml.org/schedule/2016/presentation/man-computer-programmer-woman-homemaker … pic.twitter.com/IfAcMjmZ6c
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Statistical studies of algorithmic fairness initially struggled for funding against AI takeover & existential risk. No longer—lobbyists now use
#FATML as an excuse not to regulate. See eg today's new nonsense GDPR AI doomsday report from opaquely funded Centre for Data Innovation pic.twitter.com/0LVCX7t6VN
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^Testing. Brilliant bias demo. Teacher=she. Manager=he. President=he. Programmer=he. Engineer=he. Nurse=she. Anomaly: secretary=he.
#fatml -
Really nice
#FATML blog post on measuring bias in text embedding/word vectors. https://developers.googleblog.com/2018/04/text-embedding-models-contain-bias.html …@mmitchell_ai -
Postdoc in algorithmic accountability at the UK ICO
@ICOnews https://ico.org.uk/about-the-ico/jobs/vacancies/vacancy?Advert=ErIMneeeObL5kfBa1W1YyQ== …#ai#fatml -
Paper uses AI to designate people as "criminals" and "non-criminals" from PHOTO OF THEIR FACE ALONE. Madness.
#fatml https://twitter.com/mayhewsw/status/799370839389040640 … -
Opinion in PNAS: “The dangers of faulty, biased, or malicious algorithms requires independent oversight” http://www.pnas.org/content/early/2016/11/22/1618211113.short …
#FATML pic.twitter.com/ZrYOq8AmM0
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Excited for this paper to be available now on work we did in 2017! "Case study: predictive fairness to reduce misdemeanor recidivism through social service interventions"
#machinelearning#justice#predictivefairness#fatml https://dl.acm.org/doi/abs/10.1145/3351095.3372863 … -
So happy to hear that our
@BostonReview essay on algorithmic injustice is starting to get included on#philosophy syllabi for courses on the moral & political implications of#AI - if you are using our essay in your teaching, please be sure to let me & my coauthors know!#FATML https://twitter.com/BostonReview/status/1215385255940706304 … -
Read our new
@BostonReview essay, citing@HNissenbaum@FrankPasquale on the importance of politically contesting the design of emerging technologies. https://bit.ly/2FyeGS7#AIethics#democraticAI#FATML#politicalphilosophy https://twitter.com/jcohen570/status/1215340806711603201 …pic.twitter.com/y51RkfpYEr
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Hot off the press: Our
#FATML case study on AI in healthcare. Tl;dr: developing ML systems is a
sociotechnical
problem, people and institutions shape use, explainability is not the only means to accountability + much more! https://arxiv.org/pdf/1911.08089.pdf … @MarkSendak@JFutoma#ML4HCPrikaži ovu nit -
Interested in working on fair/interpretable ML (
#FATML) and reinforcement learning, and its applications to decision making in criminal justice, healthcare, and business?@s_jagabathula (NYU) and I are looking for postdocs! More details and application: https://apply.interfolio.com/70045Prikaži ovu nit -
A brilliant & important paper. Should interest anyone concerned about AI bias,
#FATML, criminal justice reform, & how to interpret government records. https://twitter.com/jonmummolo/status/1097509276497731585 …
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How can AI systems deliver fair and accurate decision-making by adapting information collection to individual needs?
@Noriega_Campero@bakkermichiel, Bernardo Garcia, and I will present the "Active Fairness" framework@AIESConf in January#AAAI2019#FATML http://bit.ly/acti-fair -
This is how we do it:
@h2oai's model explanation dashboard which can be used w/ "black-box" or interpretable models. Cheatsheet attached :), walk-through video linked. https://www.youtube.com/watch?v=5jSU3CUReXY …#machinelearning#DataScience#fatml#xaipic.twitter.com/rMsGKT9CjG
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I was happy to sign on to support these universal guidelines for AI: https://thepublicvoice.org/ai-universal-guidelines/ … & hope others will, too!
#AI#ML#ArtificialIntelligence#algacc#FATML
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