François Chollet is an AI researcher at Google and creator of Keras.

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Episode links:
Francois's Twitter: https://twitter.com/fchollet
Francois's Website: https://fchollet.com/
On the Measure of Intelligence (paper): https://arxiv.org/abs/1911.01547

If you would like to get more information about this podcast go to https://lexfridman.com/podcast or connect with @lexfridman on Twitter, LinkedIn, Facebook, Medium, or YouTube where you can watch the video versions of these conversations. If you enjoy the podcast, please rate it 5 stars on Apple Podcasts, follow on Spotify, or support it on Patreon.

Here's the outline of the episode. On some podcast players you should be able to click the timestamp to jump to that time.

OUTLINE:
00:00 - Introduction
05:04 - Early influence
06:23 - Language
12:50 - Thinking with mind maps
23:42 - Definition of intelligence
42:24 - GPT-3
53:07 - Semantic web
57:22 - Autonomous driving
1:09:30 - Tests of intelligence
1:13:59 - Tests of human intelligence
1:27:18 - IQ tests
1:35:59 - ARC Challenge
1:59:11 - Generalization
2:09:50 - Turing Test
2:20:44 - Hutter prize
2:27:44 - Meaning of life

#120 – François Chollet: Measures of Intelligence

Conversations about science, technology, history, philosophy and the nature of intelligence, consciousness, love, and power. Lex is an AI researcher at MIT and beyond.

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Edward Gibson is a psycholinguistics professor at MIT and heads the MIT Language Lab. Please support this podcast by checking out our sponsors:
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Transcript: https://lexfridman.com/edward-gibson-transcript

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OUTLINE:
Here's the timestamps for the episode. On some podcast players you should be able to click the timestamp to jump to that time.
(00:00) - Introduction
(10:53) - Human language
(14:59) - Generalizations in language
(20:46) - Dependency grammar
(30:45) - Morphology
(39:20) - Evolution of languages
(42:40) - Noam Chomsky
(1:26:46) - Thinking and language
(1:40:16) - LLMs
(1:53:14) - Center embedding
(2:19:42) - Learning a new language
(2:23:34) - Nature vs nurture
(2:30:10) - Culture and language
(2:44:38) - Universal language
(2:49:01) - Language translation
(2:52:16) - Animal communication

#426 – Edward Gibson: Human Language, Psycholinguistics, Syntax, Grammar & LLMs

Andrew Callaghan is the host of Channel 5 on YouTube, where he does street interviews with fascinating humans at the edges of society, the so-called vagrants, vagabonds, runaways, outlaws, from QAnon adherents to Phish heads to O Block residents and much more. Please support this podcast by checking out our sponsors:
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Transcript: https://lexfridman.com/andrew-callaghan-transcript

EPISODE LINKS:
Channel 5 with Andrew Callaghan: https://www.youtube.com/channel5YouTube
Andrew's Instagram: https://instagram.com/andreww.me
Andrew's Website: https://andrew-callaghan.com/
Andrew's Patreon: https://www.patreon.com/channel5
This Place Rules: https://www.hbo.com/movies/this-place-rules
Books Mentioned:
On the Road: https://amzn.to/4aLPLHi
Siddhartha: https://amzn.to/49rthKz

PODCAST INFO:
Podcast website: https://lexfridman.com/podcast
Apple Podcasts: https://apple.co/2lwqZIr
Spotify: https://spoti.fi/2nEwCF8
RSS: https://lexfridman.com/feed/podcast/
YouTube Full Episodes: https://youtube.com/lexfridman
YouTube Clips: https://youtube.com/lexclips

SUPPORT & CONNECT:
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- Support on Patreon: https://www.patreon.com/lexfridman
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- Medium: https://medium.com/@lexfridman

OUTLINE:
Here's the timestamps for the episode. On some podcast players you should be able to click the timestamp to jump to that time.
(00:00) - Introduction
(08:53) - Walmart
(10:24) - Early life
(29:14) - Hitchhiking
(40:49) - Couch surfing
(49:50) - Quarter Confessions
(1:07:33) - Burning Man
(1:22:44) - Protests
(1:28:17) - Jon Stewart
(1:31:13) - Fame
(1:44:31) - Jan 6
(1:48:15) - QAnon
(1:54:00) - Alex Jones
(2:10:52) - Politics
(2:20:29) - Response to allegations
(2:37:28) - Channel 5
(2:43:04) - Rap
(2:44:51) - O Block
(2:48:47) - Crip Mac
(2:51:59) - Aliens

#425 – Andrew Callaghan: Channel 5, Gonzo, QAnon, O-Block, Politics & Alex Jones

Bassem Youssef is an Egyptian-American comedian & satirist, referred to as the Jon Stewart of the Arab World. Please support this podcast by checking out our sponsors:
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Transcript: https://lexfridman.com/bassem-youssef-transcript

EPISODE LINKS:
Bassem's X: https://x.com/Byoussef
Bassem's Instagram: https://instagram.com/bassem
Bassem's Facebook: https://facebook.com/bassemyousseftv
Bassem's Website: https://bassemyoussef.xyz

PODCAST INFO:
Podcast website: https://lexfridman.com/podcast
Apple Podcasts: https://apple.co/2lwqZIr
Spotify: https://spoti.fi/2nEwCF8
RSS: https://lexfridman.com/feed/podcast/
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YouTube Clips: https://youtube.com/lexclips

SUPPORT & CONNECT:
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- Medium: https://medium.com/@lexfridman

OUTLINE:
Here's the timestamps for the episode. On some podcast players you should be able to click the timestamp to jump to that time.
(00:00) - Introduction
(06:30) - Oct 7
(36:59) - Two-state solution
(52:37) - Holocaust
(1:00:24) - 1948
(1:09:17) - Egypt
(1:23:39) - Jon Stewart
(1:25:51) - Going viral during the Arab Spring
(1:49:55) - Arabic vs English
(2:02:18) - Sam Harris and Jihad
(2:07:25) - Religion
(2:26:37) - TikTok
(2:31:10) - Joe Rogan
(2:33:07) - Joe Biden
(2:37:33) - Putin
(2:39:21) - War
(2:44:17) - Hope

#424 – Bassem Youssef: Israel-Palestine, Gaza, Hamas, Middle East, Satire & Fame

Tulsi Gabbard is a politician, veteran, and author of For Love of Country. Please support this podcast by checking out our sponsors:
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Transcript: https://lexfridman.com/tulsi-gabbard-transcript

EPISODE LINKS:
For Love of Country (book): https://amzn.to/3VLlofM
Tulsi's X: https://x.com/tulsigabbard
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Tulsi's Instagram: https://instagram.com/tulsigabbard
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Tulsi's Website: https://tulsigabbard.com/

PODCAST INFO:
Podcast website: https://lexfridman.com/podcast
Apple Podcasts: https://apple.co/2lwqZIr
Spotify: https://spoti.fi/2nEwCF8
RSS: https://lexfridman.com/feed/podcast/
YouTube Full Episodes: https://youtube.com/lexfridman
YouTube Clips: https://youtube.com/lexclips

SUPPORT & CONNECT:
- Check out the sponsors above, it's the best way to support this podcast
- Support on Patreon: https://www.patreon.com/lexfridman
- Twitter: https://twitter.com/lexfridman
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- Medium: https://medium.com/@lexfridman

OUTLINE:
Here's the timestamps for the episode. On some podcast players you should be able to click the timestamp to jump to that time.
(00:00) - Introduction
(07:14) - War in Iraq
(15:00) - Battle injuries and PTSD
(22:10) - War on terrorism
(30:51) - War in Gaza
(34:52) - War in Ukraine
(38:38) - Syria
(46:20) - Warmongers
(55:40) - Nuclear war
(1:11:08) - TikTok ban
(1:23:13) - Bernie Sanders
(1:28:08) - Politics
(1:46:59) - Personal attacks
(1:49:07) - God

#423 – Tulsi Gabbard: War, Politics, and the Military Industrial Complex

Mark Cuban is a businessman, investor, star of TV series Shark Tank, long-time principal owner of Dallas Mavericks, and founder of Cost Plus Drugs. Please support this podcast by checking out our sponsors:
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Transcript: https://lexfridman.com/mark-cuban-transcript

EPISODE LINKS:
Mark's X: https://twitter.com/mcuban
Mark's Instagram: https://instagram.com/mcuban
Cost Plus Drugs: https://costplusdrugs.com
Shark Tank: https://abc.com/shows/shark-tank
Dallas Mavericks: https://www.mavs.com

PODCAST INFO:
Podcast website: https://lexfridman.com/podcast
Apple Podcasts: https://apple.co/2lwqZIr
Spotify: https://spoti.fi/2nEwCF8
RSS: https://lexfridman.com/feed/podcast/
YouTube Full Episodes: https://youtube.com/lexfridman
YouTube Clips: https://youtube.com/lexclips

SUPPORT & CONNECT:
- Check out the sponsors above, it's the best way to support this podcast
- Support on Patreon: https://www.patreon.com/lexfridman
- Twitter: https://twitter.com/lexfridman
- Instagram: https://www.instagram.com/lexfridman
- LinkedIn: https://www.linkedin.com/in/lexfridman
- Facebook: https://www.facebook.com/lexfridman
- Medium: https://medium.com/@lexfridman

OUTLINE:
Here's the timestamps for the episode. On some podcast players you should be able to click the timestamp to jump to that time.
(00:00) - Introduction
(11:10) - Entrepreneurship
(26:03) - Shark Tank
(36:29) - How Mark made first billion
(1:02:39) - Dallas Mavericks
(1:08:05) - DEI debate
(1:43:58) - Trump vs Biden
(1:46:20) - Immigration
(1:55:53) - Drugs and Big Pharma
(2:11:53) - AI
(2:16:05) - Advice for young people

#120 – François Chollet: Measures of Intelligence

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