Diese Präsentation wurde erfolgreich gemeldet.
Wir verwenden Ihre LinkedIn Profilangaben und Informationen zu Ihren Aktivitäten, um Anzeigen zu personalisieren und Ihnen relevantere Inhalte anzuzeigen. Sie können Ihre Anzeigeneinstellungen jederzeit ändern.

Era of Artificial Intelligence Lecture 7 Pietro Leo

247 Aufrufe

Veröffentlicht am

Slides of my Lecture to the students of the International FT MBA of Polytechnic of Milan (Part 7)

Veröffentlicht in: Technologie
  • Als Erste(r) kommentieren

Era of Artificial Intelligence Lecture 7 Pietro Leo

  1. 1. @pieroleo The Era of Artificial Intelligence Lecture 7 Pietro Leo IBM Italy Executive Architect and thought leader for Artificial Intelligence Chief Scientist for IBM Italy Research & Business IBM Academy of Technology Leadership Member of ISO/SC42 Artificial Intelligence Standardization Committee www.pieroleo.com
  2. 2. @pieroleo Approximation, Human Bias, Machine Bias
  3. 3. @pieroleo Siri GPS DeepBlue, 1997 Watson, 1997 AlphaGo, 2016 Face Detection & Recognition Self-drive vehiclesRecommenders Voice Activated Devices Assistants & ChatBotsJeobardy! Real-time Translation Artificial Risks
  4. 4. Source Kate Crawford #NIPS2017 Transparency & Trustworthiness
  5. 5. @pieroleo Sabine Moreau By following the GPS’s direction, she finally reached to Zagreb, in Croatia, which was 900 miles (1450 km) away from her desired destination. GPS
  6. 6. @pieroleo
  7. 7. @pieroleo Source: https://www.independent.co.uk/news/uk/crime/facial-recognition-cameras-technology-london- trial-met-police-face-cover-man-fined-a8756936.html
  8. 8. @pieroleo
  9. 9. @pieroleo https://techcrunch.com/2018/05/24/uber-in-fatal-crash- detected-pedestrian-but-had-emergency-braking-disabled/ Uber in a fatal crash, Mar 18
  10. 10. @pieroleo
  11. 11. @pieroleo MY TALKS COULD BE RECORDED
  12. 12. @pieroleo Amusement park thermal camera gives one lucky family a sneak peak of their preborn baby
  13. 13. @pieroleo https://modulate.ai/ YOU CAN SPEAK LIKE A CELEBRITY
  14. 14. @pieroleo TRANSLATING
  15. 15. @pieroleo Source: https://blog.openai.com/better- language-models/#sample8 YOU CAN GENERATE HIGH- QUALITY STORIES (e.g. REVIEWS)
  16. 16. @pieroleo 16 Visual TEST
  17. 17. @pieroleo 17 TEST
  18. 18. @pieroleo 18Source: Jiawei Su and ali. One pixel attack for fooling deep neural networks https://arxiv.org/pdf/1710.08864.pdf
  19. 19. @pieroleo 19Source: https://arxiv.org/pdf/1710.08864.pdf
  20. 20. @pieroleo Performance comparison in turning a bagel image into an adversarial bagel image classified as a “grand piano” using ZOO and AutoZOOM attacks.
  21. 21. @pieroleo Siri GPS DeepBlue, 1997 Watson, 1997 AlphaGo, 2016 Face Detection & Recognition Self-drive vehiclesRecommenders Voice Activated Devices Assistants & ChatBotsJeobardy! Real-time Translation A new Territory for AI how to deal with Trustworthiness
  22. 22. @pieroleo
  23. 23. @pieroleo Source: https://commons.wikimedia.org/wiki/File:Cognitive_Bias_Codex_-_180%2B_biases,_designed_by_John_Manoogian_III_(jm3).jpg Designed by John Manoogian III WE CO-LIVE WITH BIAS
  24. 24. @pieroleo Basic Questions…. AN AI RISK MANAGER SHOULD ASK
  25. 25. @pieroleo AI systems should use training data and models that are free of bias, to avoid unfair treatment of certain groups. AI systems should be safe and secure, not vulnerable to tampering or compromising the data they are trained on. AI systems should provide decisions or suggestions that can be understood by their users and developers. AI systems should include details of their development, deployment, and maintenance so they can be audited throughout their lifecycle. Mitigate Risks with a “Trusted AI” approach How the IT perspective is evolving
  26. 26. @pieroleo Source: https://www.iso.org/committee/6794475/x/catalogue/p/1/u/1/w/0/d/0 Participation Details for Italy Here: http://www.uninfo.it/index.php How to manage risks in AI is one of the Major working groups of standard committees
  27. 27. @pieroleo • Serve as the focus and proponent for JTC 1's standardization program on Artificial Intelligence • Provide guidance to JTC 1, IEC, and ISO committees developing Artificial Intelligence applications
  28. 28. @pieroleo Thanks! Pietro Leo IBM Italy Executive Architect and thought leader for Artificial Intelligence Chief Scientist for IBM Italy Research & Business IBM Academy of Technology Leadership Member of ISO/SC42 Artificial Intelligence Standardization Committee www.pieroleo.com

×