Noam Chomsky: Language, Cognition, and Deep Learning

Noam Chomsky: Language, Cognition, and Deep Learning

Noam Chomsky is one of the greatest minds of our time and is one of the most cited scholars in history. He is a linguist, philosopher, cognitive scientist, historian, social critic, and political activist. He has spent over 60 years at MIT and recently also joined the University of Arizona. This conversation is part of the Artificial Intelligence podcast. If you would like to get more information about this podcast go to https://lexfridman.com/ai 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 or support it on Patreon. This episode is presented by Cash App. Download it (App Store, Google Play), use code "LexPodcast". Here's the outline of the episode. On some podcast players you should be able to click the timestamp to jump to that time. 00:00 - Introduction 03:59 - Common language with an alience species 05:46 - Structure of language 07:18 - Roots of language in our brain 08:51 - Language and thought 09:44 - The limit of human cognition 16:48 - Neuralink 19:32 - Deepest property of language 22:13 - Limits of deep learning 28:01 - Good and evil 29:52 - Memorable experiences 33:29 - Mortality 34:23 - Meaning of life

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#225 – Jeffrey Shainline: Neuromorphic Computing and Optoelectronic Intelligence

#225 – Jeffrey Shainline: Neuromorphic Computing and Optoelectronic Intelligence

Jeffrey Shainline is a physicist at NIST working on. Note: Opinions expressed by Jeff do not represent NIST. Please support this podcast by checking out our sponsors: - Stripe: https://stripe.com - Codecademy: https://codecademy.com and use code LEX to get 15% off - Linode: https://linode.com/lex to get $100 free credit - BetterHelp: https://betterhelp.com/lex to get 10% off EPISODE LINKS: Jeff's Website: http://www.shainline.net Jeff's Google Scholar: https://scholar.google.com/citations?user=rnHpY3YAAAAJ Jeff's NIST Page: https://www.nist.gov/people/jeff-shainline 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 (05:56) - How are processors made? (25:15) - Are engineers or physicists more important (27:43) - Super-conductivity (43:31) - Computation (48:07) - Computation vs communication (51:48) - Electrons for computation and light for communication (1:02:32) - Neuromorphic computing (1:27:23) - What is NIST? (1:30:41) - Implementing super-conductivity (1:38:20) - The future of neuromorphic computing (1:57:54) - Loop neurons (2:04:09) - Machine learning (2:18:36) - Cosmological evolution (2:25:44) - Cosmological natural selection (2:43:05) - Life in the universe (2:50:52) - The rare Earth hypothesis

26 Sep 20210s

#224 – Travis Oliphant: NumPy, SciPy, Anaconda, Python & Scientific Programming

#224 – Travis Oliphant: NumPy, SciPy, Anaconda, Python & Scientific Programming

Travis Oliphant is a data scientist, entrepreneur, and creator of NumPy, SciPy, and Anaconda. Please support this podcast by checking out our sponsors: - Novo: https://banknovo.com/lex - Allform: https://allform.com/lex to get 20% off - Onnit: https://lexfridman.com/onnit to get up to 10% off - Athletic Greens: https://athleticgreens.com/lex and use code LEX to get 1 month of fish oil - Blinkist: https://blinkist.com/lex and use code LEX to get 25% off premium EPISODE LINKS: Travis's Twitter: https://twitter.com/teoliphant Travis's Wiki Page: https://en.wikipedia.org/wiki/Travis_Oliphant NumPy: https://numpy.org/ SciPy: https://scipy.org/about.html Anaconda: https://www.anaconda.com/products/individual Quansight: https://www.quansight.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 (07:06) - Early programming (28:47) - SciPy (45:41) - Open source (57:23) - NumPy (1:34:39) - Guido van Rossum (1:46:57) - Efficiency (1:55:49) - Objects (2:02:47) - Numba (2:11:53) - Anaconda (2:16:20) - Conda (2:31:56) - Quansight Labs (2:35:32) - OpenTeams (2:43:05) - GitHub (2:48:35) - Marketing (2:53:13) - Great programming (3:04:03) - Hiring (3:08:01) - Advice for young people

23 Sep 20210s

#223 – Travis Stevens: Judo, Olympics, and Mental Toughness

#223 – Travis Stevens: Judo, Olympics, and Mental Toughness

Travis Stevens is the 2016 Olympic Judo silver medalist and BJJ black belt. Please support this podcast by checking out our sponsors: - Justworks: https://justworks.com - Indeed: https://indeed.com/lex to get $75 credit - MasterClass: https://masterclass.com/lex to get 15% off - Eight Sleep: https://www.eightsleep.com/lex and use code LEX to get special savings EPISODE LINKS: Travis's Website: https://www.travisstevensgrappling.com/ Travis's Twitter: https://twitter.com/judosilencer Travis's Youtube Channel: https://www.youtube.com/c/TravisStevensgrappling Travis's Instagram: https://www.instagram.com/judosilencer 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 (10:08) - What is Judo? (17:55) - Travis's signature throw (23:20) - Fundamentals (25:12) - Throws (38:04) - Gripping (46:37) - Weight cutting (1:15:50) - Injuries (1:19:50) - Jiu-Jitsu (1:23:33) - Lex on his judo competition experience (1:26:58) - Levels of mastery (1:40:09) - Matches (1:54:10) - Travis inspired Lex to practice judo (2:00:24) - London 2012 Olympic games (2:42:01) - 2016 Olympic games (3:16:24) - Mixed team competition (3:23:50) - The value of epic throws (3:27:17) - Shohei Ono (3:33:39) - Chess (3:38:42) - The coach (3:45:18) - Advice for young people

21 Sep 20210s

#222 – Jay McClelland: Neural Networks and the Emergence of Cognition

#222 – Jay McClelland: Neural Networks and the Emergence of Cognition

Jay McClelland is a cognitive scientist at Stanford. Please support this podcast by checking out our sponsors: - Paperspace: https://gradient.run/lex to get $15 credit - Skiff: https://skiff.org/lex to get early access - Uprising Food: https://uprisingfood.com/lex to get $10 off 1st starter bundle - Four Sigmatic: https://foursigmatic.com/lex and use code LexPod to get up to 60% off - Onnit: https://lexfridman.com/onnit to get up to 10% off EPISODE LINKS: Jay's Website: https://stanford.edu/~jlmcc/ 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 (07:12) - Beauty in neural networks (11:31) - Darwin and evolution (17:16) - The origin of intelligence (23:58) - Explorations in cognition (30:02) - Learning representations by back-propagating errors (36:27) - Dave Rumelhart and cognitive modeling (49:30) - Connectionism (1:12:23) - Geoffrey Hinton (1:14:19) - Learning in a neural network (1:31:11) - Mathematics & reality (1:38:19) - Modeling intelligence (1:48:57) - Noam Chomsky and linguistic cognition (2:03:18) - Advice for young people (2:14:26) - Psychiatry and exploring the mind (2:27:04) - Legacy (2:32:53) - Meaning of life

20 Sep 20210s

#221 – Douglas Lenat: Cyc and the Quest to Solve Common Sense Reasoning in AI

#221 – Douglas Lenat: Cyc and the Quest to Solve Common Sense Reasoning in AI

Douglas Lenat is the founder of Cyc, a 37 year project aiming to solve common-sense knowledge and reasoning in AI. Please support this podcast by checking out our sponsors: - Squarespace: https://lexfridman.com/squarespace and use code LEX to get 10% off - BiOptimizers: http://www.magbreakthrough.com/lex to get 10% off - Stamps.com: https://stamps.com and use code LEX to get free postage & scale - LMNT: https://drinkLMNT.com/lex to get free sample pack - ExpressVPN: https://expressvpn.com/lexpod and use code LexPod to get 3 months free EPISODE LINKS: Douglas's Twitter: https://twitter.com/cycorpai Cyc's Website: https://cyc.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 (07:39) - What is Cyc? (15:45) - How to form a knowledge base of the universe (26:11) - How to train an AI knowledge base (30:32) - Global consistency versus local consistency (54:53) - Automated reasoning (1:00:33) - Direct uses of AI and machine learning (1:13:11) - The semantic web (1:23:44) - Tools to help Cyc interpret data (1:32:54) - The most beautiful idea about Cyc (1:38:53) - Love and consciousness in AI (1:45:52) - The greatness of Marvin Minsky (1:50:46) - Is Cyc just a beautiful dream? (1:55:31) - What is OpenCyc and how was it born? (2:01:21) - The open source community and OpenCyc (2:11:48) - The inference problem (2:13:31) - Cyc's programming language (2:21:05) - Ontological engineering (2:28:30) - Do machines think? (2:37:15) - Death and consciousness (2:47:16) - What would you say to AI? (2:51:52) - Advice to young people (2:53:48) - Mortality

15 Sep 20210s

#220 – Niels Jorgensen: New York Firefighters and the Heroes of 9/11

#220 – Niels Jorgensen: New York Firefighters and the Heroes of 9/11

Niels Jorgensen is a former New York firefighter for over 21 years, who was there at Ground Zero on September 11th, 2001. Please support this podcast by checking out our sponsors: - ROKA: https://roka.com/ and use code LEX to get 20% off your first order - MUD\WTR: https://mudwtr.com/lex and use code LEX to get 5% off - Magic Spoon: https://magicspoon.com/lex and use code LEX to get $5 off - Blinkist: https://blinkist.com/lex and use code LEX to get 25% off premium EPISODE LINKS: Niels's 20 for 20 Podcast: https://ironlightlabs.org/20-for-20/ 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 (08:52) - September 11, 2001 (36:48) - Falling man (40:58) - Ground Zero (47:17) - 20 for 20 (50:27) - What it means to be a great firefighter (53:11) - Why did you become a firefighter? (55:00) - Tally Ho (57:46) - New view of the world (1:05:16) - Empathy (1:09:49) - Leukemia (1:25:18) - New York City (1:31:28) - John Feal (1:44:57) - Conspiracy theories (1:53:45) - Faith (1:55:44) - Modern communication (2:00:11) - Hand written letters (2:14:02) - Love (2:25:45) - War in Afghanistan (2:37:24) - Brave stories from 9/11

11 Sep 20212h 49min

#219 – Donald Knuth: Programming, Algorithms, Hard Problems & the Game of Life

#219 – Donald Knuth: Programming, Algorithms, Hard Problems & the Game of Life

Donald Knuth is a computer scientist, Turing Award winner, father of algorithm analysis, author of The Art of Computer Programming, and creator of TeX. Please support this podcast by checking out our sponsors: - Coinbase: https://coinbase.com/lex to get $5 in free Bitcoin - InsideTracker: https://insidetracker.com/lex and use code Lex25 to get 25% off - NetSuite: http://netsuite.com/lex to get free product tour - ExpressVPN: https://expressvpn.com/lexpod and use code LexPod to get 3 months free - BetterHelp: https://betterhelp.com/lex to get 10% off EPISODE LINKS: Donald's Stanford Page: https://profiles.stanford.edu/donald-knuth Donald's Books: https://amzn.to/3heyBsC 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 (07:02) - First programs (30:26) - Literate programming (33:35) - Beauty in programming (39:30) - OpenAI (48:41) - Optimization (54:46) - Consciousness (1:03:29) - Conway's game of life (1:16:16) - Stable marriage (1:19:35) - Richard Feynman (1:30:29) - Knuth-Morris-Pratt Algorithm (1:40:02) - Hardest problem (1:57:41) - Open source (2:02:54) - Favorite symbols (2:12:27) - Productivity (2:20:08) - Meaning of life

9 Sep 20212h 27min

#218 – Jaron Lanier: Virtual Reality, Social Media & the Future of Humans and AI

#218 – Jaron Lanier: Virtual Reality, Social Media & the Future of Humans and AI

Jaron Lanier is a computer scientist, composer, artist, author, and founder of the field of virtual reality. Please support this podcast by checking out our sponsors: - Skiff: https://skiff.org/lex to get early access - Novo: https://banknovo.com/lex - Onnit: https://lexfridman.com/onnit to get up to 10% off - Indeed: https://indeed.com/lex to get $75 credit - Eight Sleep: https://www.eightsleep.com/lex and use code LEX to get special savings EPISODE LINKS: Jaron's Website: http://www.jaronlanier.com/ Jaron's Books: https://amzn.to/3tlhl9T 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 (08:04) - What is reality? (12:17) - Turing machines (13:35) - Simulating our universe (19:49) - Video games and other immersive experiences (23:37) - Death and consciousness (32:08) - Designing human-centric AI (33:42) - Empathy with robots (37:33) - Social media incentives (49:53) - Data dignity (57:26) - Jack Dorsey and Twitter (1:09:10) - Bitcoin and cryptocurrencies (1:13:51) - Government overreach and freedom (1:24:06) - GitHub and TikTok (1:26:16) - The Autodidactic Universe (1:31:07) - Humans and the mystery of music (1:37:17) - Defining moments (1:48:03) - Mortality (1:49:56) - The meaning of life

6 Sep 20211h 58min

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