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
Get our podcast on these platforms:
Apple Podcasts: http://wandb.me/apple-podcasts
Spotify: http://wandb.me/spotify
Google: http://wandb.me/google-podcasts
YouTube: http://wandb.me/youtube
Soundcloud: http://wandb.me/soundcloud
Read the transcript and discover more awesome machine learning material here:
http://wandb.me/Dave-selinger-podcast
Tune in to our bi-weekly virtual salon and listen to industry leaders and researchers in machine learning share their research:
http://wandb.me/salon
Join our community of ML practitioners where we host AMA's, share interesting projects and meet other people working in Deep Learning:
http://wandb.me/slack
Our gallery features curated machine learning reports by researchers exploring deep learning techniques, Kagglers showcasing winning models, and industry leaders sharing best practices:
https://wandb.ai/gallery