51 min
Risks of AI in real-world and towards Building Robust Security measures | Hyrum Anderson Jay Shah Podcast
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- Science
Dr Hyrum Anderson is a Distinguished Machine Learning Engineer at Robust Intelligence. Prior to that, he was Principal Architect of Trustworthy Machine Learning at Microsoft where he also founded Microsoft’s AI Red Team; he also led security research at MIT Lincoln Laboratory, Sandia National Laboratories, and Mendiant, and was Chief Scientist at Endgame (later acquired by Elastic). He’s also the co-author of the book “Not a Bug, But with a Sticker” and his research interests include assessing the security and privacy of ML systems and building Robust AI models.
Timestamps of the conversation
00:50 Introduction
01:40 Background in AI and ML security
04:45 Attacks on ML systems
08:20 Fractions of ML systems prone to Attacks
10:38 Operational risks with security measures
13:40 Solution from an algorithmic or policy perspective
15:46 AI regulation and policy making
22:40 Co-development of AI and security measures
24:06 Risks of Generative AI and Mitigation
27:45 Influencing an AI model
30:08 Prompt stealing on ChatGPT
33:50 Microsoft AI Red Team
38:46 Managing risks
39:41 Government Regulations
43:04 What to expect from the Book
46:40 Black in AI & Bountiful Children’s Foundation
Check out Rora: https://teamrora.com/jayshah
Guide to STEM Ph.D. AI Researcher + Research Scientist pay: https://www.teamrora.com/post/ai-researchers-salary-negotiation-report-2023
Rora's negotiation philosophy:
https://www.teamrora.com/post/the-biggest-misconception-about-negotiating-salaryhttps://www.teamrora.com/post/job-offer-negotiation-lies
Hyrum's Linkedin: https://www.linkedin.com/in/hyrumanderson/
And Research: https://scholar.google.com/citations?user=pP6yo9EAAAAJ&hl=en
Book - Not a Bug, But with a Sticker: https://www.amazon.com/Not-Bug-But-Sticker-Learning/dp/1119883989/
About the Host:
Jay is a Ph.D. student at Arizona State University.
Linkedin: https://www.linkedin.com/in/shahjay22/
Twitter: https://twitter.com/jaygshah22
Homepage: https://www.public.asu.edu/~jgshah1/ for any queries.
Stay tuned for upcoming webinars!
***Disclaimer: The information contained in this video represents the views and opinions of the speaker and does not necessarily represent the views or opinions of any institution. It does not constitute an endorsement by any Institution or its affiliates of such video content.***
Dr Hyrum Anderson is a Distinguished Machine Learning Engineer at Robust Intelligence. Prior to that, he was Principal Architect of Trustworthy Machine Learning at Microsoft where he also founded Microsoft’s AI Red Team; he also led security research at MIT Lincoln Laboratory, Sandia National Laboratories, and Mendiant, and was Chief Scientist at Endgame (later acquired by Elastic). He’s also the co-author of the book “Not a Bug, But with a Sticker” and his research interests include assessing the security and privacy of ML systems and building Robust AI models.
Timestamps of the conversation
00:50 Introduction
01:40 Background in AI and ML security
04:45 Attacks on ML systems
08:20 Fractions of ML systems prone to Attacks
10:38 Operational risks with security measures
13:40 Solution from an algorithmic or policy perspective
15:46 AI regulation and policy making
22:40 Co-development of AI and security measures
24:06 Risks of Generative AI and Mitigation
27:45 Influencing an AI model
30:08 Prompt stealing on ChatGPT
33:50 Microsoft AI Red Team
38:46 Managing risks
39:41 Government Regulations
43:04 What to expect from the Book
46:40 Black in AI & Bountiful Children’s Foundation
Check out Rora: https://teamrora.com/jayshah
Guide to STEM Ph.D. AI Researcher + Research Scientist pay: https://www.teamrora.com/post/ai-researchers-salary-negotiation-report-2023
Rora's negotiation philosophy:
https://www.teamrora.com/post/the-biggest-misconception-about-negotiating-salaryhttps://www.teamrora.com/post/job-offer-negotiation-lies
Hyrum's Linkedin: https://www.linkedin.com/in/hyrumanderson/
And Research: https://scholar.google.com/citations?user=pP6yo9EAAAAJ&hl=en
Book - Not a Bug, But with a Sticker: https://www.amazon.com/Not-Bug-But-Sticker-Learning/dp/1119883989/
About the Host:
Jay is a Ph.D. student at Arizona State University.
Linkedin: https://www.linkedin.com/in/shahjay22/
Twitter: https://twitter.com/jaygshah22
Homepage: https://www.public.asu.edu/~jgshah1/ for any queries.
Stay tuned for upcoming webinars!
***Disclaimer: The information contained in this video represents the views and opinions of the speaker and does not necessarily represent the views or opinions of any institution. It does not constitute an endorsement by any Institution or its affiliates of such video content.***
51 min