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Gradient Dissent: Conversations on AI

Dave Selinger — AI and the Next Generation of Security Systems

56 min11 mars 2021

Learn why traditional home security systems tend to fail and how Dave’s love of tinkering and deep learning are helping him and the team at Deep Sentinel avoid those same pitfalls. He also discusses the importance of combatting racial bias by designing race-agnostic systems and what their approach is to solving that problem.

Dave Selinger is the co-founder and CEO of Deep Sentinel, an intelligent crime prediction and prevention system that stops crime before it happens using deep learning vision techniques. Prior to founding Deep Sentinel, Dave co-founded RichRelevance, an AI recommendation company.


https://www.deepsentinel.com/

https://www.meetup.com/East-Bay-Tri-Valley-Machine-Learning-Meetup/

https://twitter.com/daveselinger


Topics covered:

0:00 Sneak peek, smart vs dumb cameras, intro

0:59 What is Deep Sentinel, how does it work?

6:00 Hardware, edge devices

10:40 OpenCV Fork, tinkering

16:18 ML Meetup, Climbing the AI research ladder

20:36 Challenge of Safety critical applications

27:03 New models, re-training, exhibitionists and voyeurs

31:17 How do you prove your cameras are better?

34:24 Angel investing in AI companies

38:00 Social responsibility with data

43:33 Combatting bias with data systems

52:22 Biggest bottlenecks production


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