Extreme Danger of bias in Artificial Inteligence
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This document summarizes John Tubert's presentation on bias in artificial intelligence at SXSW. Tubert discusses how unconscious bias can negatively impact AI systems, providing examples of AI-powered hiring tools and self-driving cars discriminating against protected groups. He urges considering how AI may treat people differently based on attributes like gender, skin color, or minority status. The presentation then offers methods companies can use to mitigate bias, such as diversifying training data and teams, testing algorithms for bias, and auditing models with independent firms before deployment.
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Extreme Danger of bias in Artificial Inteligence
- 1. Bias in Artificial Intelligence John Tubert SXSW The extreme danger of bias in Artificial Intelligence By John Tubert, Executive Technology Director
- 2. John Tubert Executive Technology Director Transformation at Speed Bias in Artificial Intelligence John Tubert
- 3. Bias in Artificial Intelligence John Tubert SXSW We have reinvented our business five times to capitalize on the disruption of technology 1977 1985 Pioneered computer- assisted filmmaking 1986 1994 Pioneered an integrated digital studio 1995 2003 Pioneered a new model for an interactive agency 2004 2012 Pioneered a new agency model 2013 Present For the connected age
- 4. Unconscious bias Bias in Artificial Intelligence John Tubert SXSW
- 5. Affected people: 10 Bias in Artificial Intelligence John Tubert SXSW
- 6. Affected people: 500m Bias in Artificial Intelligence John Tubert SXSW
- 7. Put yourself in these 4 scenarios Bias in Artificial Intelligence John Tubert SXSW
- 8. Amazon hiring tool discriminated against women Imagine… Bias in Artificial Intelligence John Tubert
- 9. Amazon hiring tool discriminated against women Imagine… Bias in Artificial Intelligence John Tubert
- 10. You are looking for a home Imagine… Bias in Artificial Intelligence John Tubert
- 11. You are looking for a home Imagine… Bias in Artificial Intelligence John Tubert
- 12. Imagine a self driving car doesn’t see you as a human because the color of your skin Imagine… Bias in Artificial Intelligence John Tubert
- 13. Imagine a self driving car doesn’t see you as a human because the color of your skin Imagine… Bias in Artificial Intelligence John Tubert
- 14. You are flagged as twice as likely to commit a crime because you are a part of a minority group Imagine… Bias in Artificial Intelligence John Tubert
- 15. You are flagged as twice as likely to commit a crime because you are a part of a minority group Imagine… Bias in Artificial Intelligence John Tubert
- 16. Bias in Artificial Intelligence John Tubert SXSW Things companies can do to fix these issues Ford cars are using 50% more female voice than male to train GPS Hiring more diverse teams
- 17. Bias in Artificial Intelligence John Tubert SXSW Things companies can do to fix these issues Use existing image data sets Making the training data public
- 18. Bias in Artificial Intelligence John Tubert SXSW Things companies can do to fix these issues http://www.oneilrisk.com/ online risk consulting and algorithms auditing Adding bias testing to the product’s development cycle
- 19. Bias in Artificial Intelligence John Tubert SXSW Things companies can do to fix these issues IBM also is creating a tool called “The Fairness 360 Kit” to detect bias in algorithms If you train using historical data you will make the same mistake, need to identify the bias on the data
- 20. Thank you Bias in Artificial Intelligence John Tubert SXSW @jtubert