#75 – Marcus Hutter: Universal Artificial Intelligence, AIXI, and AGI
Lex Fridman Podcast26 Helmi 2020

#75 – Marcus Hutter: Universal Artificial Intelligence, AIXI, and AGI

Marcus Hutter is a senior research scientist at DeepMind and professor at Australian National University. Throughout his career of research, including with Jürgen Schmidhuber and Shane Legg, he has proposed a lot of interesting ideas in and around the field of artificial general intelligence, including the development of the AIXI model which is a mathematical approach to AGI that incorporates ideas of Kolmogorov complexity, Solomonoff induction, and reinforcement learning. EPISODE LINKS: Hutter Prize: http://prize.hutter1.net Marcus web: http://www.hutter1.net Books mentioned: - Universal AI: https://amzn.to/2waIAuw - AI: A Modern Approach: https://amzn.to/3camxnY - Reinforcement Learning: https://amzn.to/2PoANj9 - Theory of Knowledge: https://amzn.to/3a6Vp7x 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, follow on Spotify, 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. OUTLINE: 00:00 - Introduction 03:32 - Universe as a computer 05:48 - Occam's razor 09:26 - Solomonoff induction 15:05 - Kolmogorov complexity 20:06 - Cellular automata 26:03 - What is intelligence? 35:26 - AIXI - Universal Artificial Intelligence 1:05:24 - Where do rewards come from? 1:12:14 - Reward function for human existence 1:13:32 - Bounded rationality 1:16:07 - Approximation in AIXI 1:18:01 - Godel machines 1:21:51 - Consciousness 1:27:15 - AGI community 1:32:36 - Book recommendations 1:36:07 - Two moments to relive (past and future)

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#297 – Jonathan Reisman: The Human Body – From Sex & Sperm to Hands & Heart

#297 – Jonathan Reisman: The Human Body – From Sex & Sperm to Hands & Heart

Jonathan Reisman is a physician and author of The Unseen Body who has practiced medicine in some of the most remote places in the world. Please support this podcast by checking out our sponsors: - Lambda: https://lambdalabs.com/lex - InsideTracker: https://insidetracker.com/lex to get 20% off - Fundrise: https://fundrise.com/lex - Onnit: https://lexfridman.com/onnit to get up to 10% off - NetSuite: http://netsuite.com/lex to get free product tour EPISODE LINKS: Jonathan's Twitter: https://twitter.com/jonreismanMD Jonathan's Instagram: https://instagram.com/jonreismanmd Jonathan's Website: http://jonathanreisman.com The Unseen Body (book): https://amzn.to/3Fyycw0 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 (07:01) - Hands (16:15) - Sex (25:56) - Future of medicine (35:03) - Throat (45:26) - Heart and blood (53:28) - Genitals (1:05:57) - Poop (1:10:12) - Emergency room (1:18:03) - Sperm (1:23:09) - Liver (1:28:38) - Living in the Far North (1:47:21) - War and medicine (1:52:07) - Antarctica (2:05:03) - Artificial organs (2:13:39) - History of medicine (2:22:40) - Paul Farmer (2:27:05) - Advice for young people (2:34:03) - Struggle (2:40:07) - Mortality (2:45:44) - Meaning of life

25 Kesä 20222h 49min

#296 – Douglas Murray: Racism, Marxism, and the War on the West

#296 – Douglas Murray: Racism, Marxism, and the War on the West

Douglas Murray is an author and political commentator. Please support this podcast by checking out our sponsors: - Brave: https://brave.com/lex - BetterHelp: https://betterhelp.com/lex to get 10% off - BiOptimizers: http://www.magbreakthrough.com/lex to get 10% off - Notion: https://notion.com/startups to get up to $1000 off team plan - ExpressVPN: https://expressvpn.com/lexpod and use code LexPod to get 3 months free EPISODE LINKS: Douglas's Twitter: https://twitter.com/DouglasKMurray Douglas's Instagram: https://instagram.com/douglaskmurray Douglas's Website: https://douglasmurray.net The War on the West (book): https://amzn.to/38L7B36 Madness of Crowds (book): https://amzn.to/3MShBpX Strange Death of Europe (book): https://amzn.to/3OnYmEX 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 (07:49) - Western civilization (16:29) - Slavery (20:06) - Reparations (25:11) - Institutional racism (32:24) - Lived experience (41:49) - Resentment (53:55) - Critical race theory (1:08:27) - Racism (1:27:26) - Stalin (1:31:59) - Churchill (1:38:03) - Marxism (1:54:41) - Madness of Crowds (2:03:14) - Ego (2:10:22) - Donald Trump (2:17:06) - America's future (2:24:33) - Advice for young people (2:33:16) - Love

21 Kesä 20222h 44min

#295 – Richard Wolff: Marxism and Communism

#295 – Richard Wolff: Marxism and Communism

Richard Wolff is a Marxist philosopher and economist. Please support this podcast by checking out our sponsors: - Skiff: https://skiff.org/lex to get early access - Indeed: https://indeed.com/lex to get $75 credit - Onnit: https://lexfridman.com/onnit to get up to 10% off - Blinkist: https://blinkist.com/lex and use code LEX to get 25% off premium - Linode: https://linode.com/lex to get $100 free credit EPISODE LINKS: Richard's Twitter: https://twitter.com/profwolff Richard's Website: https://www.rdwolff.com Contending Economic Theories (book): https://amzn.to/3HykPwT Understanding Marxism (book): https://amzn.to/39qpm8b Understanding Socialism (book): https://amzn.to/3Og9XG3 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) - Marxism (15:41) - Communism (50:47) - Human nature (1:03:03) - Economics (1:09:54) - Capitalism (1:42:18) - Governments and corporations (1:53:13) - Stalinism (2:07:12) - Nazis (2:14:08) - Socialism vs Marxism (2:21:48) - Bernie Sanders and AOC (2:38:49) - Cultural Marxism (2:45:49) - Darkest moments (2:51:18) - Advice for young people (2:53:37) - Mortality (2:57:28) - Meaning of life

17 Kesä 20222h 59min

#294 – Tony Fadell: iPhone, iPod, and Nest

#294 – Tony Fadell: iPhone, iPod, and Nest

Tony Fadell is an engineer and designer, co-creator of the iPod, iPhone, Nest Thermostat, and author of the new book Build: An Unorthodox Guide to Making Things Worth Making. Please support this podcast by checking out our sponsors: - Mailgun: https://lexfridman.com/mailgun - Scale: https://scale.com/lex - NetSuite: http://netsuite.com/lex to get free product tour - SimpliSafe: https://simplisafe.com/lex and use code LEX - Eight Sleep: https://www.eightsleep.com/lex and use code LEX to get special savings EPISODE LINKS: Tony's Twitter: https://twitter.com/tfadell Tony's Website: https://tonyfadell.com Build (book): https://amzn.to/3xSReee Story (book): https://amzn.to/3Olzqhv 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 (07:16) - Memories (14:13) - Apple II (22:51) - First business (26:55) - iPod (50:56) - Ideas (55:09) - Marketing (1:05:26) - PR and Comms (1:15:06) - Design (1:20:03) - Experts (1:26:04) - Steve Jobs (2:09:43) - Jony Ive (2:16:55) - Nest (2:27:13) - Advice for young people (2:31:30) - Startup (2:36:25) - Money (2:41:33) - Work-Life Balance (2:44:11) - Darkest moment (2:49:48) - Meaning of life

15 Kesä 20222h 52min

#293 – Donald Hoffman: Reality is an Illusion – How Evolution Hid the Truth

#293 – Donald Hoffman: Reality is an Illusion – How Evolution Hid the Truth

Donald Hoffman is a cognitive scientist at UC Irvine and author of The Case Against Reality. Please support this podcast by checking out our sponsors: - Calm: https://calm.com/lex to get 40% off - LMNT: https://drinkLMNT.com/lex to get free sample pack - InsideTracker: https://insidetracker.com/lex to get 20% off - MasterClass: https://masterclass.com/lex to get 15% off - Indeed: https://indeed.com/lex to get $75 credit EPISODE LINKS: Donald's Twitter: https://twitter.com/donalddhoffman Donald's Website: http://cogsci.uci.edu/~ddhoff/ Documents & Articles: 1. Could a Neuroscientist Understand a Microprocessor?: https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1005268 2. Conscious Agent Networks: https://chrisfieldsresearch.com/CA-circuits-CSR-rev2.pdf 3. The Einstein-Podolsky-Rosen Argument in Quantum Theory: https://plato.stanford.edu/entries/qt-epr/ Books: 1. The Case Against Reality: https://amzn.to/3MhW4Wt 2. Vision: https://amzn.to/3Q4ibTm 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) - Case against reality (19:33) - Spacetime (43:57) - Reductionism (1:04:23) - Evolutionary game theory (1:32:46) - Consciousness (2:28:06) - Visualizing reality (2:43:23) - Ephemerality of life (2:51:48) - Simulation theory (2:57:30) - Difficult ideas (3:12:32) - Love (3:16:07) - Advice for young people (3:18:26) - Meaning of life

12 Kesä 20223h 23min

#292 – Robin Hanson: Alien Civilizations, UFOs, and the Future of Humanity

#292 – Robin Hanson: Alien Civilizations, UFOs, and the Future of Humanity

Robin Hanson is a professor at George Mason University and researcher at Future of Humanity Institute at Oxford. Please support this podcast by checking out our sponsors: - Lambda: https://lambdalabs.com/lex - Audible: https://audible.com/lex - BiOptimizers: http://www.magbreakthrough.com/lex to get 10% off - BetterHelp: https://betterhelp.com/lex to get 10% off - ExpressVPN: https://expressvpn.com/lexpod and use code LexPod to get 3 months free EPISODE LINKS: Robin's Twitter: https://twitter.com/robinhanson Robin's Website: https://mason.gmu.edu/~rhanson Grabby Aliens (paper): https://grabbyaliens.com/paper The Elephant in the Brain (book): https://amazon.com/dp/0197551955/ref=nosim?tag=turingmachi08-20 The Age of Em (book): https://amazon.com/dp/0198817827/ref=nosim?tag=turingmachi08-20 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 (06:49) - Grabby aliens (44:33) - War and competition (50:07) - Global government (1:02:58) - Humanity's future (1:13:00) - Hello aliens (1:40:03) - UFO sightings (2:04:40) - Conspiracy theories (2:12:58) - Elephant in the brain (2:26:29) - Medicine (2:38:58) - Institutions (3:05:52) - Physics (3:10:43) - Artificial intelligence (3:28:32) - Economics (3:31:53) - Political science (3:37:42) - Advice for young people (3:46:33) - Darkest moments (3:49:34) - Love and loss (3:58:57) - Immortality (4:02:53) - Simulation hypothesis (4:13:10) - Meaning of life

9 Kesä 20224h 18min

#291 – Jonathan Haidt: The Case Against Social Media

#291 – Jonathan Haidt: The Case Against Social Media

Jonathan Haidt is a social psychologist at NYU and author of The Coddling of the American Mind, The Righteous Mind, and The Happiness Hypothesis. Please support this podcast by checking out our sponsors: - Uncruise: https://uncruise.com/pages/lex - Notion: https://notion.com/startups to get up to $1000 off team plan - Blinkist: https://blinkist.com/lex and use code LEX to get 25% off premium - Magic Spoon: https://magicspoon.com/lex and use code LEX to get $5 off - Eight Sleep: https://www.eightsleep.com/lex and use code LEX to get special savings EPISODE LINKS: Jonathan's Twitter: https://twitter.com/JonHaidt Jonathan's Website: https://jonathanhaidt.com Documents & Articles: 1. Social Media and Political Dysfunction: A Collaborative Review: https://docs.google.com/document/d/1vVAtMCQnz8WVxtSNQev_e1cGmY9rnY96ecYuAj6C548/edit 2. Teen Mental Health Testimony: https://www.judiciary.senate.gov/imo/media/doc/Haidt%20Testimony.pdf 3. The Atlantic article: https://www.theatlantic.com/magazine/archive/2022/05/social-media-democracy-trust-babel/629369/ Books: 1. The Coddling of the American Mind (book): https://amzn.to/3MW4HqL 2. The Righteous Mind (book): https://amzn.to/3to0tkj 3. The Happiness Hypothesis (book): https://amzn.to/3Mb1xP2 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 (07:57) - Social media and mental health (21:45) - Mark Zuckerberg (31:23) - Children's use of social media (42:08) - Social media and democracy (58:14) - Elon Musk and Twitter (1:14:45) - Anonymity on social media (1:20:44) - Misinformation (1:27:38) - Social media benefits (1:30:22) - Political division on social media (1:36:54) - Future of social media (1:42:46) - Advice for young people

4 Kesä 20221h 48min

#290 – Dan Reynolds: Imagine Dragons

#290 – Dan Reynolds: Imagine Dragons

Dan Reynolds is the lead singer of Imagine Dragons, one of the most popular bands in the world. Please support this podcast by checking out our sponsors: - Brave: https://brave.com/lex - Mizzen+Main: https://mizzenandmain.com and use code LEX to get $35 off - Athletic Greens: https://athleticgreens.com/lex and use code LEX to get 1 month of fish oil - Indeed: https://indeed.com/lex to get $75 credit - Grammarly: https://grammarly.com/lex to get 20% off premium EPISODE LINKS: Dan's Twitter: https://twitter.com/DanReynolds Dan's Instagram: https://instagram.com/danreynolds Imagine Dragons Website: https://imaginedragonsmusic.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 (08:29) - Programming (27:30) - Johnny Depp and Amber Heard (32:23) - Las Vegas (37:25) - Spirituality (40:38) - Ayahuasca (50:56) - Depression and fame (54:40) - Introvert (1:07:19) - Advice from Charlie Sheen (1:19:58) - Making music (1:32:33) - Lesson from Rick Rubin (1:38:34) - Believer (1:46:05) - Father son relationship (1:47:22) - Dan's first song (1:51:34) - Cat Stevens and Harry Chapin (1:56:17) - Advice for young people (2:04:49) - LGBTQ (2:09:11) - Religion (2:13:53) - Meaning of life (2:17:02) - Dan sings

30 Touko 20222h 18min

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