~/talk

Keynote: Ethics in AI: Building Fair and Just Intelligence Systems

Talkat PyCon AU 2025 · 2025-09-12..09-16· [tech-ethics, machine-learning]
links:none on file
slides:none on file

Shows concrete evidence and actionable methods: pulse oximeters overestimate oxygenation for Black patients leading to worse outcomes, a resume‑screener trained on past hires penalizes women, a video‑interview system denies a deaf indigenous applicant, and NSW STOMP disproportionately targets Indigenous youth. Presents a practical three‑phase workflow — before/while/after — with tools like Fairlearn AI F3 WhatIf plus operational steps: test across demographics, add monitoring dashboards and appeals, compensate community experts, and plan model retirement.

AI-written summary · about

  1. 0:00Introduction
  2. 1:49AI's impact on daily life
  3. 4:16Ethical AI premise
  4. 7:28AI bias in health
  5. 10:15Bias in workplace AI
  6. 12:25AI bias in justice system
  7. 14:17Bias sources in AI
  8. 17:51Historical bias in models
  9. 20:01Bias after deployment
  10. 21:47AI's societal impact
  11. 22:50Anti-oppressive AI frameworks
  12. 27:08Steps to reduce AI bias
  13. 29:43Actions for AI ethics
  14. 32:12Future of AI responsibility
  15. 33:20Closing call to action
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