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Artificial Intelligence, or Real Prejudice?

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Many of us know the bias that exists in the real world, especially when it comes to understanding humans; what we think, what we do, and why we do it. Many also believe Artificial Intelligence and algorithms are free of this bias; a neutral, logical tool we can use to overcome everyday biases. Bethan will explore this widely held perception of AI, and whether it holds true in real world examples of AI being used in everyday life.

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Artificial Intelligence, or Real Prejudice?

  1. 1. Festival of #NewMR 2019 Artificial Intelligence, or Real Prejudice? Can we depend on artificial intelligence to deliver unbiased results? Bethan Blakeley @HoneycombBethan Honeycomb Analytics Presentation copyright, the presenters and NewMR. Please credit when using.
  2. 2. Festival of #NewMR 2019 The Background BIASED EMOTIONAL UNPREDICTABLE IRRATIONAL ERROR PRONE UNBIASED RATIONAL RULE BASED ALGORITHMIC LOGICAL
  3. 3. Festival of #NewMR 2019 Alternative Hypothesis
  4. 4. Festival of #NewMR 2019 Amazon
  5. 5. Festival of #NewMR 2019 Amazon BIASED DATA BIASED REPRESENTATION IN STEM ARTIFICIAL INTELLIGENCE REAL PREJUDICE
  6. 6. Festival of #NewMR 2019 Offenders BLACK OFFENDERS ARE MORE LIKELY TO RE-OFFEND THAN WHITE FALSE POSITIVES: 45% BLACK 24% WHITE
  7. 7. Festival of #NewMR 2019 Offenders REAL DATA ARTIFICIAL INTELLIGENCE REAL PREJUDICE
  8. 8. Festival of #NewMR 2019 So What…?
  9. 9. Festival of #NewMR 2019 So What…? CAN WE TAKE IT INTO CONSIDERATION, BUT NOT RELY FULLY ON AI RESULTS?
  10. 10. Festival of #NewMR 2019 So What…? CAN WE TAKE IT INTO CONSIDERATION, BUT NOT RELY FULLY ON AI RESULTS?
  11. 11. Festival of #NewMR 2019 So What…? CAN WE TAKE IT INTO CONSIDERATION, BUT NOT RELY FULLY ON AI RESULTS? CAN WE ELIMINATE REAL PREJUDICE?
  12. 12. Festival of #NewMR 2019 So What…? CAN WE TAKE IT INTO CONSIDERATION, BUT NOT RELY FULLY ON AI RESULTS? CAN WE ELIMINATE REAL PREJUDICE?
  13. 13. Festival of #NewMR 2019 So What…? TRANSPARENCY ACCOUNTABILITY RESPONSIBILITY
  14. 14. Festival of #NewMR 2019 So What…? TRANSPARENCY ACCOUNTABILITY RESPONSIBILITY Approx. 8/10 studies using machine learning were not able to be reproduced
  15. 15. Festival of #NewMR 2019 So What…? ACCOUNTABILITY TRANSPARENCY RESPONSIBILITY “Could the CIA incite revolution in Sudan by pressurising Facebook to promote discontent? Should that be legal? Could Mark Zuckerberg swing an election by promoting Upworthy? Should that be legal?” Clay Johnson
  16. 16. Festival of #NewMR 2019 So What…? RESPONSIBILITY ACCOUNTABILITY RESPONSIBILITY “Don’t give up” Safiya Umoja Noble
  17. 17. Festival of #NewMR 2019 “Prejudice is a learned trait. You’re not born prejudiced, you’re taught it.” Charles Swindoll Thank you Bethan Blakeley @HoneycombBethan Honeycomb Analytics
  18. 18. Festival of #NewMR 2019 Q & A Bethan Blakeley Honeycomb Analytics Ray Poynter NewMR Presentation copyright, the presenters and NewMR. Please credit when using.
  19. 19. Festival of #NewMR 2019 NewMR 2019 Sponsors Communication Gold Silver

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