#74 – Michael I. Jordan: Machine Learning, Recommender Systems, and the Future of AI

#74 – Michael I. Jordan: Machine Learning, Recommender Systems, and the Future of AI

Michael I. Jordan is a professor at Berkeley, and one of the most influential people in the history of machine learning, statistics, and artificial intelligence. He has been cited over 170,000 times and has mentored many of the world-class researchers defining the field of AI today, including Andrew Ng, Zoubin Ghahramani, Ben Taskar, and Yoshua Bengio.

EPISODE LINKS:
(Blog post) Artificial Intelligence—The Revolution Hasn’t Happened Yet

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
03:02 – How far are we in development of AI?
08:25 – Neuralink and brain-computer interfaces
14:49 – The term “artificial intelligence”
19:00 – Does science progress by ideas or personalities?
19:55 – Disagreement with Yann LeCun
23:53 – Recommender systems and distributed decision-making at scale
43:34 – Facebook, privacy, and trust
1:01:11 – Are human beings fundamentally good?
1:02:32 – Can a human life and society be modeled as an optimization problem?
1:04:27 – Is the world deterministic?
1:04:59 – Role of optimization in multi-agent systems
1:09:52 – Optimization of neural networks
1:16:08 – Beautiful idea in optimization: Nesterov acceleration
1:19:02 – What is statistics?
1:29:21 – What is intelligence?
1:37:01 – Advice for students
1:39:57 – Which language is more beautiful: English or French?

Avsnitt(488)

#191 – Daniel Schmachtenberger: Steering Civilization Away from Self-Destruction

#191 – Daniel Schmachtenberger: Steering Civilization Away from Self-Destruction

Daniel Schmachtenberger is a philosopher interested understanding the rise and fall of societies and individuals. Please support this podcast by checking out our sponsors: – Ground News: https://ground.news/lex – NetSuite: http://netsuite.com/lex to get free product tour – Four Sigmatic: https://foursigmatic.com/lex and use code LexPod to get up to 60% off – Magic Spoon: https://magicspoon.com/lex and use code LEX to get $5 off – BetterHelp: https://betterhelp.com/lex to get 10% off EPISODE LINKS: Daniel’s Website: https://civilizationemerging.com/ The Consilience Project: https://consilienceproject.org/ 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 (08:05) – Aliens and UFOs (26:50) – Collective intelligence of human civilization (34:46) – Consciousness (46:08) – How much computation does the human brain perform? (49:47) – Humans vs ants (57:04) – Humans are apex predators (1:04:08) – Girard’s Mimetic Theory of Desire (1:24:05) – We can never completely understand reality (1:27:29) – Self-terminating systems (1:37:52) – Catastrophic risk (2:08:04) – Adding more love to the world (2:35:29) – How to build a better world (2:52:41) – Meaning of life (3:00:23) – Death (3:06:04) – The role of government in society (3:23:29) – Exponential growth of technology (4:09:10) – Lessons from my father (4:14:46) – Even suffering is filled with beauty

14 Juni 20214h 21min

#190 – Jordan Ellenberg: Mathematics of High-Dimensional Shapes and Geometries

#190 – Jordan Ellenberg: Mathematics of High-Dimensional Shapes and Geometries

Jordan Ellenberg is a mathematician and author of Shape and How Not to Be Wrong. Please support this podcast by checking out our sponsors: – Secret Sauce: https://wondery.com/shows/secret-sauce/ – ExpressVPN: https://expressvpn.com/lexpod and use code LexPod to get 3 months free – Blinkist: https://blinkist.com/lex and use code LEX to get 25% off premium – Indeed: https://indeed.com/lex to get $75 credit EPISODE LINKS: Jordan’s Website: http://www.jordanellenberg.com Jordan’s Twitter: https://twitter.com/JSEllenberg 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 (06:44) – Mathematical thinking (10:21) – Geometry (14:58) – Symmetry (25:29) – Math and science in the Soviet Union (33:09) – Topology (47:57) – Do we live in many more than 4 dimensions? (52:28) – How many holes does a straw have (1:01:53) – 3Blue1Brown (1:07:40) – Will AI ever win a Fields Medal? (1:16:05) – Fermat’s last theorem (1:33:23) – Reality cannot be explained simply (1:39:08) – Prime numbers (2:00:37) – John Conway’s Game of Life (2:12:29) – Group theory (2:15:45) – Gauge theory (2:23:47) – Grigori Perelman and the Poincare Conjecture (2:33:59) – How to learn math (2:41:08) – Advice for young people (2:43:13) – Meaning of life

13 Juni 20212h 47min

#189 – David Sinclair: Extending the Human Lifespan Beyond 100 Years

#189 – David Sinclair: Extending the Human Lifespan Beyond 100 Years

David Sinclair is a geneticist at Harvard and author of Lifespan. Please support this podcast by checking out our sponsors: – Onnit: https://lexfridman.com/onnit to get up to 10% off – Clear: https://clearme.com/lexpod and use code LexPod to get 2 months free – National Instruments (NI): https://www.ni.com/perspectives – SimpliSafe: https://simplisafe.com/lex and use code LEX to get a free security camera – Linode: https://linode.com/lex to get $100 free credit EPISODE LINKS: David’s Twitter: https://twitter.com/davidasinclair David’s Website: https://lifespanbook.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 (09:34) – Staying young at heart (13:31) – Bringing people back to life (19:05) – Wearables and tracking health data (28:18) – How to solve aging (38:23) – Why do we age? (43:50) – Genetic reset switch that reverses aging (46:20) – AI in biology (48:52) – Health data (56:58) – Fasting (1:04:29) – Diet (1:12:41) – Exercise (1:18:01) – Sleep (1:26:29) – Data (1:32:00) – Extending lifespan (1:34:42) – Immortality (1:40:28) – Denial of death (1:43:45) – Meaning of life without death

7 Juni 20211h 49min

#188 – Vitalik Buterin: Ethereum 2.0

#188 – Vitalik Buterin: Ethereum 2.0

Vitalik Buterin is the co-founder of Ethereum. Please support this podcast by checking out our sponsors: – Athletic Greens: https://athleticgreens.com/lex and use code LEX to get 1 month of fish oil – Magic Spoon: https://magicspoon.com/lex and use code LEX to get $5 off – Indeed: https://indeed.com/lex to get $75 credit – Four Sigmatic: https://foursigmatic.com/lex and use code LexPod to get up to 60% off – BetterHelp: https://betterhelp.com/lex to get 10% off EPISODE LINKS: Vitalik’s Twitter: https://twitter.com/VitalikButerin Vitalik’s Blog: https://vitalik.ca/ 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 (08:18) – Shiba Inu story (25:35) – Regulation (29:48) – Crime (34:54) – Proof of stake vs proof of work (47:43) – Miner extractable value (53:19) – Scaling (54:42) – Bitcoin blocksize wars (1:00:51) – Hard fork vs soft fork (1:04:34) – Craig Wright (1:11:18) – Scaling: Sharding (1:18:07) – Scaling: Rollups (1:26:30) – Polygon and other Layer 2 technologies (1:34:11) – Merging PoS and PoW chains (1:43:49) – Lessons learned from Ethereum 2.0 failure incidents (1:52:35) – Bitcoin vs Ethereum (1:58:30) – Dogecoin (2:04:38) – Elon Musk (2:07:15) – Chainlink (2:10:35) – Charles Hoskinson and Cardano (2:18:08) – AI safety (2:23:07) – NFTs (2:25:57) – Scams (2:35:34) – Longevity (2:44:55) – Does death give meaning to life? (2:50:38) – Lex and Vitalik speak Russian (2:54:29) – Meaning of life (2:59:48) – Dan Carlin’s Hardcore History and WWII

3 Juni 20213h 8min

#187 – Frank Wilczek: Physics of Quarks, Dark Matter, Complexity, Life & Aliens

#187 – Frank Wilczek: Physics of Quarks, Dark Matter, Complexity, Life & Aliens

Frank Wilczek is a Nobel Prize winning physicist at MIT. Please support this podcast by checking out our sponsors: – The Information: https://theinformation.com/lex to get 75% off first month – NetSuite: http://netsuite.com/lex to get free product tour – ExpressVPN: https://expressvpn.com/lexpod and use code LexPod to get 3 months free – Blinkist: https://blinkist.com/lex and use code LEX to get 25% off premium – Eight Sleep: https://www.eightsleep.com/lex and use code LEX to get special savings EPISODE LINKS: Frank’s Twitter: https://twitter.com/FrankWilczek Frank’s Website: https://www.frankawilczek.com/ Fundamentals: Ten Keys to Reality (book): https://amzn.to/3vLPyQB 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 (08:39) – Are there limits to what physics can understand? (17:31) – Beautiful ideas in physics (25:59) – Space and time are really big (29:47) – There are billions of thoughts in a human life (37:09) – Big bang (45:31) – How life emerged in the universe (51:33) – Aliens (1:01:25) – Consciousness (1:08:53) – Limits of physics (1:14:29) – Complimentary principle (1:23:34) – Free will (1:29:47) – Particles (1:35:10) – Nobel Prize in Physics (1:48:24) – Axions and dark matter (2:03:50) – Time crystals (2:08:42) – Theory of everything (2:18:10) – Advice for young people (2:23:52) – Meaning of life

29 Maj 20212h 30min

#186 – Bryan Johnson: Kernel Brain-Computer Interfaces

#186 – Bryan Johnson: Kernel Brain-Computer Interfaces

Bryan Johnson is the founder and CEO of Kernel, OS Fund, and previously Braintree. Please support this podcast by checking out our sponsors: – Four Sigmatic: https://foursigmatic.com/lex and use code LexPod to get up to 60% off – NetSuite: http://netsuite.com/lex to get free product tour – Grammarly: https://grammarly.com/lex to get 20% off premium – ExpressVPN: https://expressvpn.com/lexpod and use code LexPod to get 3 months free EPISODE LINKS: Bryan’s Twitter: https://twitter.com/bryan_johnson Bryan’s Website: https://www.bryanjohnson.co/ Kernel’s Twitter: https://twitter.com/KernelCo Kernel’s Website: https://www.kernel.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 (06:57) – Kernel Flow demo (16:10) – The future of brain-computer interfaces (49:39) – Existential risk (55:18) – Overcoming depression (1:10:36) – Zeroth principles thinking (1:18:50) – Engineering consciousness (1:25:03) – Privacy (1:29:33) – Neuralink (1:39:11) – Braintree and Venmo (1:54:54) – Eating one meal a day (2:01:07) – Sleep (2:20:49) – Climbing Mount Kilimanjaro (2:27:47) – Advice for young people (2:32:23) – Meaning of life

24 Maj 20212h 37min

#185 – Sam Harris: Consciousness, Free Will, Psychedelics, AI, UFOs, and Meaning

#185 – Sam Harris: Consciousness, Free Will, Psychedelics, AI, UFOs, and Meaning

Sam Harris is an author, podcaster, and philosopher. Please support this podcast by checking out our sponsors: – National Instruments (NI): https://www.ni.com/perspectives – Belcampo: https://belcampo.com/lex and use code LEX to get 20% off first order – Athletic Greens: https://athleticgreens.com/lex and use code LEX to get 1 month of fish oil – Linode: https://linode.com/lex to get $100 free credit EPISODE LINKS: Sam’s Twitter: https://twitter.com/SamHarrisOrg Sam’s Website: https://samharris.org/ Sam’s YouTube: https://www.youtube.com/channel/UCNAxrHudMfdzNi6NxruKPLw 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 (08:18) – Where do thoughts come from? (14:18) – Consciousness (31:50) – Psychedelics (41:14) – Nature of reality (58:09) – Free will (1:56:55) – Ego (2:05:59) – Joe Rogan (2:08:59) – How will human civilization destroy itself? (2:16:27) – AI (2:37:10) – Jordan Peterson (2:45:12) – UFOs (2:53:02) – Brazilian Jiu Jitsu (3:02:47) – Love (3:13:50) – Meaning of life

20 Maj 20213h 23min

#184 – Katherine de Kleer: Planets, Moons, and Asteroids in Our Solar System

#184 – Katherine de Kleer: Planets, Moons, and Asteroids in Our Solar System

Katherine de Kleer is a professor of Planetary Science and Astronomy at Caltech. Please support this podcast by checking out our sponsors: – Fundrise: https://fundrise.com/lex – Blinkist: https://blinkist.com/lex and use code LEX to get 25% off premium – ExpressVPN: https://expressvpn.com/lexpod and use code LexPod to get 3 months free – Magic Spoon: https://magicspoon.com/lex and use code LEX to get $5 off EPISODE LINKS: Katherine’s Website: http://web.gps.caltech.edu/~dekleer/ 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 (07:07) – Pluto (12:14) – Kuiper belt (16:12) – How to study planets and moons (19:54) – Volcanoes on Io – moon of Jupiter (32:25) – Is there life in the oceans of Europa? (41:46) – How unlikely is life on Earth? (52:15) – Life on Venus (54:30) – Mars (1:01:17) – What is interesting about Earth as a planet? (1:11:55) – Weather patterns (1:17:04) – Asteroids (1:26:06) – Will an asteroid hit Earth soon? (1:34:50) – Oumuamua (1:50:00) – Book recommendations (1:56:37) – Advice for young people

17 Maj 20212h 2min

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