Dave Selinger — AI and the Next Generation of Security Systems
Podcast:Gradient Dissent: Conversations on AI Published On: Thu Mar 11 2021 Description: 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/daveselingerTopics covered:0:00 Sneak peek, smart vs dumb cameras, intro0:59 What is Deep Sentinel, how does it work?6:00 Hardware, edge devices10:40 OpenCV Fork, tinkering16:18 ML Meetup, Climbing the AI research ladder20:36 Challenge of Safety critical applications27:03 New models, re-training, exhibitionists and voyeurs31:17 How do you prove your cameras are better?34:24 Angel investing in AI companies38:00 Social responsibility with data43:33 Combatting bias with data systems52:22 Biggest bottlenecks productionGet our podcast on these platforms:Apple Podcasts: http://wandb.me/apple-podcastsSpotify: http://wandb.me/spotifyGoogle: http://wandb.me/google-podcastsYouTube: http://wandb.me/youtubeSoundcloud: http://wandb.me/soundcloudRead the transcript and discover more awesome machine learning material here: http://wandb.me/Dave-selinger-podcastTune in to our bi-weekly virtual salon and listen to industry leaders and researchers in machine learning share their research:http://wandb.me/salonJoin our community of ML practitioners where we host AMA's, share interesting projects and meet other people working in Deep Learning:http://wandb.me/slackOur 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