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François Chollet: Keras, Deep Learning, and the Progress of AI | Lex Fridman Podcast #38
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François Chollet: Keras, Deep Learning, and the Progress of AI | Lex Fridman Podcast #38

François Chollet is the creator of Keras, which is an open source deep learning library that is designed to enable fast, user-friendly experimentation with deep neural networks. It serves as an interface to several deep learning libraries, most popular of which is TensorFlow, and it was integrated into TensorFlow main codebase a while back. Aside from creating an exceptionally useful and popular library, François is also a world-class AI researcher and software engineer at Google, and is definitely an outspoken, if not controversial, personality in the AI world, especially in the realm of ideas around the future of artificial intelligence. Thank you for listening ❤ Check out our sponsors: https://lexfridman.com/sponsors/ep38-sb See below for timestamps, and to give feedback, submit questions, contact Lex, etc. *CONTACT LEX:* *Feedback* - give feedback to Lex: https://lexfridman.com/survey *AMA* - submit questions, videos or call-in: https://lexfridman.com/ama *Hiring* - join our team: https://lexfridman.com/hiring *Other* - other ways to get in touch: https://lexfridman.com/contact *OUTLINE:* 0:00 - Introduction 1:14 - Self-improving AGI 7:51 - What is intelligence? 15:23 - Science progress 26:57 - Fear of existential threats of AI 28:11 - Surprised by deep learning 30:38 - Keras and TensorFlow 2.0 42:28 - Software engineering on a large team 46:23 - Future of TensorFlow and Keras 47:53 - Current limits of deep learning 58:05 - Program synthesis 1:00:36 - Data and hand-crafting of architectures 1:08:37 - Concerns about short-term threats in AI 1:24:21 - Concerns about long-term existential threats from AI 1:29:11 - Feeling about creating AGI 1:33:49 - Does human-level intelligence need a body? 1:34:19 - Good test for intelligence 1:50:30 - AI winter *PODCAST LINKS:* - Podcast Website: https://lexfridman.com/podcast - Apple Podcasts: https://apple.co/2lwqZIr - Spotify: https://spoti.fi/2nEwCF8 - RSS: https://lexfridman.com/feed/podcast/ - Podcast Playlist: https://www.youtube.com/playlist?list=PLrAXtmErZgOdP_8GztsuKi9nrraNbKKp4 - Clips Channel: https://www.youtube.com/lexclips *SOCIAL LINKS:* - X: https://x.com/lexfridman - Instagram: https://instagram.com/lexfridman - TikTok: https://tiktok.com/@lexfridman - LinkedIn: https://linkedin.com/in/lexfridman - Facebook: https://facebook.com/lexfridman - Patreon: https://patreon.com/lexfridman - Telegram: https://t.me/lexfridman - Reddit: https://reddit.com/r/lexfridman

Lex FridmanhostFrançois Cholletguest
Sep 14, 20191h 59mWatch on YouTube ↗

Episode Details

EPISODE INFO

Released
September 14, 2019
Duration
1h 59m
Channel
Lex Fridman Podcast
Watch on YouTube
▶ Open ↗

EPISODE DESCRIPTION

François Chollet is the creator of Keras, which is an open source deep learning library that is designed to enable fast, user-friendly experimentation with deep neural networks. It serves as an interface to several deep learning libraries, most popular of which is TensorFlow, and it was integrated into TensorFlow main codebase a while back. Aside from creating an exceptionally useful and popular library, François is also a world-class AI researcher and software engineer at Google, and is definitely an outspoken, if not controversial, personality in the AI world, especially in the realm of ideas around the future of artificial intelligence. Thank you for listening ❤ Check out our sponsors: https://lexfridman.com/sponsors/ep38-sb See below for timestamps, and to give feedback, submit questions, contact Lex, etc. *CONTACT LEX:* *Feedback* - give feedback to Lex: https://lexfridman.com/survey *AMA* - submit questions, videos or call-in: https://lexfridman.com/ama *Hiring* - join our team: https://lexfridman.com/hiring *Other* - other ways to get in touch: https://lexfridman.com/contact *OUTLINE:* 0:00 - Introduction 1:14 - Self-improving AGI 7:51 - What is intelligence? 15:23 - Science progress 26:57 - Fear of existential threats of AI 28:11 - Surprised by deep learning 30:38 - Keras and TensorFlow 2.0 42:28 - Software engineering on a large team 46:23 - Future of TensorFlow and Keras 47:53 - Current limits of deep learning 58:05 - Program synthesis 1:00:36 - Data and hand-crafting of architectures 1:08:37 - Concerns about short-term threats in AI 1:24:21 - Concerns about long-term existential threats from AI 1:29:11 - Feeling about creating AGI 1:33:49 - Does human-level intelligence need a body? 1:34:19 - Good test for intelligence 1:50:30 - AI winter *PODCAST LINKS:*

*SOCIAL LINKS:*

SPEAKERS

  • Lex Fridman

    host
  • François Chollet

    guest
  • Narrator

    other

EPISODE SUMMARY

In this episode of Lex Fridman Podcast, featuring Lex Fridman and François Chollet, François Chollet: Keras, Deep Learning, and the Progress of AI | Lex Fridman Podcast #38 explores françois Chollet Challenges AI Hype, Intelligence Explosion, and Deep Learning Limits François Chollet discusses why he is skeptical of the popular ‘intelligence explosion’ and singularity narrative, arguing that intelligence is contextual, embodied, and constrained by many bottlenecks, much like scientific progress itself.

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