~/talk

Using Machine Learning and AI to serve people and communities

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Starts with facial analysis in 1999 and shows concrete outcomes: learned filters that improve cochlear implant speech-in-noise, a tablet system that reunites refugees in five minutes from millions of photos, Google Glass that accelerates emotion recognition for autistic kids, a diabetes ML that can predict blood glucose an hour ahead, a 70,000-person contact-tracing study that backpropagates productivity to individuals, a 122 million-profile hiring dataset, EEG+LLM creativity tools, and a postpartum prediction model before delivery.

AI-written summary · about

  1. 0:00Intro
  2. 5:43Problems with facial recognition
  3. 8:12Building cyborgs
  4. 13:24My favorite talk
  5. 20:19Google Glass
  6. 24:24Hacking Medical Devices
  7. 37:05Making Tech Hiring Fair
  8. 41:58Predicting Career Success
  9. 43:37Bias
  10. 45:29Big Social Network
  11. 47:57Purpose
  12. 51:04Why
  13. 56:47Postpartum Depression
  14. 58:42Building a better person
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