Cristos Goodrow: YouTube Algorithm
Lex Fridman Podcast25 Tammi 2020

Cristos Goodrow: YouTube Algorithm

Cristos Goodrow is VP of Engineering at Google and head of Search and Discovery at YouTube (aka YouTube Algorithm).

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.

00:00 – Introduction
03:26 – Life-long trajectory through YouTube
07:30 – Discovering new ideas on YouTube
13:33 – Managing healthy conversation
23:02 – YouTube Algorithm
38:00 – Analyzing the content of video itself
44:38 – Clickbait thumbnails and titles
47:50 – Feeling like I’m helping the YouTube algorithm get smarter
50:14 – Personalization
51:44 – What does success look like for the algorithm?
54:32 – Effect of YouTube on society
57:24 – Creators
59:33 – Burnout
1:03:27 – YouTube algorithm: heuristics, machine learning, human behavior
1:08:36 – How to make a viral video?
1:10:27 – Veritasium: Why Are 96,000,000 Black Balls on This Reservoir?
1:13:20 – Making clips from long-form podcasts
1:18:07 – Moment-by-moment signal of viewer interest
1:20:04 – Why is video understanding such a difficult AI problem?
1:21:54 – Self-supervised learning on video
1:25:44 – What does YouTube look like 10, 20, 30 years from now?

Jaksot(488)

#144 – Michael Littman: Reinforcement Learning and the Future of AI

#144 – Michael Littman: Reinforcement Learning and the Future of AI

Michael Littman is a computer scientist at Brown University. Please support this podcast by checking out our sponsors: – SimpliSafe: https://simplisafe.com/lex and use code LEX to get a free security camera – ExpressVPN: https://expressvpn.com/lexpod and use code LexPod to get 3 months free – MasterClass: https://masterclass.com/lex to get 2 for price of 1 – BetterHelp: https://betterhelp.com/lex to get 10% off EPISODE LINKS: Michael’s Twitter: https://twitter.com/mlittmancs Michael’s Website: https://www.littmania.com/ Michael’s YouTube: https://www.youtube.com/user/mlittman 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/LexFridmanPage – 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 (07:43) – Robot and Frank (10:02) – Music (13:13) – Starring in a TurboTax commercial (23:26) – Existential risks of AI (41:48) – Reinforcement learning (1:07:36) – AlphaGo and David Silver (1:17:15) – Will neural networks achieve AGI? (1:29:42) – Bitter Lesson (1:42:32) – Does driving require a theory of mind? (1:51:58) – Book Recommendations (1:57:20) – Meaning of life

13 Joulu 20202h 1min

#143 – John Clarke: The Art of Fighting and the Pursuit of Excellence

#143 – John Clarke: The Art of Fighting and the Pursuit of Excellence

John Clarke is a BJJ black belt and MMA coach. Please support this podcast by checking out our sponsors: – Theragun: https://theragun.com/lex to get 30 day trial – Magic Spoon: https://magicspoon.com/lex and use code LEX to get free shipping – Eight Sleep: https://www.eightsleep.com/lex and use code LEX to get $200 off – Cash App: https://cash.app/ and use code LexPodcast to get $10 EPISODE LINKS: Broadway Jiu Jitsu website: https://www.broadwayjiujitsu.com Broadway Jiu Jitsu instagram: https://www.instagram.com/broadwayjiujitsu Please, Allow Me podcast: https://podcasts.apple.com/us/podcast/please-allow-me/id1531735873 Please, Allow Me instagram: https://www.instagram.com/please_allow_me_podcast/ 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/LexFridmanPage – 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 (08:25) – The great American road trip (25:54) – Martial arts and philosophy (28:55) – Real vs fake success on Instagram (39:40) – The brutal honesty of Mike Tyson (44:26) – Breaking your opponent in wrestling (52:32) – Genghis Khan (1:03:38) – It’s okay to change your mind (1:08:15) – Why do politicians become inauthentic (1:14:52) – Greatness requires sacrifice (1:17:36) – Whiplash (1:25:44) – Relationships (1:31:21) – Greatest fighters of all time (1:39:02) – Greatest fight of all time (1:53:25) – Khabib Nurmagomedov (1:55:13) – Can Conor McGregor beat Khabib Nurmagomedov? (2:09:29) – Conor vs Khabib 2 (2:16:05) – Will there always be war? (2:17:41) – Future of civilization (2:19:52) – Kids (2:26:37) – The meaning of a “like” on social media (2:35:34) – Starting a podcast (2:54:16) – Book recommendations (2:57:46) – Keeping the independence of solitude

6 Joulu 20203h

#142 – Manolis Kellis: Meaning of Life, the Universe, and Everything

#142 – Manolis Kellis: Meaning of Life, the Universe, and Everything

Manolis Kellis is a computational biologist at MIT. Please support this podcast by checking out our sponsors: – Grammarly: https://grammarly.com/lex to get 20% off premium – Athletic Greens: https://athleticgreens.com/lex and use code LEX to get 1 month of fish oil – Cash App: https://cash.app/ and use code LexPodcast to get $10 EPISODE LINKS: Manolis Website: http://web.mit.edu/manoli/ Manolis Twitter: https://twitter.com/manoliskellis Manolis YouTube: https://www.youtube.com/channel/UCkKlJ5LHrE3C7fgbnPA5DGA 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/LexFridmanPage – 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 (06:48) – Music and life (46:21) – The number 42 (52:22) – The question about the meaning of life (55:02) – Are humans unique in the universe? (1:00:46) – Human civilization (1:12:52) – Mars (1:14:45) – Human mind and the abstraction layers of reality (1:25:38) – Neural networks and intelligence (1:32:55) – Ideas as organisms (1:42:19) – Language (1:53:34) – Legacy (2:08:25) – Poems SONGS MENTIONED: [1] Dwros Gewrgiadis – An imoun plousios https://www.youtube.com/watch?v=7akZoEQv6jI [2] Grigoris Bithikotsis – Ftoxologia https://www.youtube.com/watch?v=TyGR24O0KQ8 [3] Sto perigiali to kryfo https://www.youtube.com/watch?v=B-GBPx_GXQw [4] Michael Jackson – Man in the Mirror https://www.youtube.com/watch?v=Zqe5NP86OCc [5] George Michael – Careless Whisper https://www.youtube.com/watch?v=izGwDsrQ1eQ [6] Gainsbourg with Isabelle Adjani – Pull Marine https://www.youtube.com/watch?v=o7MwHGHWgLk [7] Georges Moustaki – Le meteque https://www.youtube.com/watch?v=MV8fGf-N06A [8] Jacques Brel – Ne me quitte pas https://www.youtube.com/watch?v=q_bq5mStroM [9] Sting – Englishman In New York https://www.youtube.com/watch?v=d27gTrPPAyk [10] Sting – Fragile https://www.youtube.com/watch?v=lB6a-iD6ZOY [11] Pink Floyd – The Wall (When the Tigers Broke Free) https://www.youtube.com/watch?v=l9b9UhFe6Eg [12] Pink Floyd – The Wall (One Of My Turns) https://www.youtube.com/watch?v=BOay-7aqLks [13] Sting – Russians https://www.youtube.com/watch?v=wHylQRVN2Qs [14] Joni Mitchell – Both sides now https://www.youtube.com/watch?v=aCnf46boC3I [15] Leonard Cohen – I’m Your Man https://www.youtube.com/watch?v=yOnXe8ttmjY [16] Alison Krauss & Union Station – The Lucky One https://www.youtube.com/watch?v=jcRZ_J_VgNc

30 Marras 20200s

#141 – Erik Brynjolfsson: Economics of AI, Social Networks, and Technology

#141 – Erik Brynjolfsson: Economics of AI, Social Networks, and Technology

Erik Brynjolfsson is an economist at Stanford. Please support this podcast by checking out our sponsors: – Vincero: https://vincerowatches.com/lex to get up to 25% off + free shipping – Four Sigmatic: https://foursigmatic.com/lex and use code LexPod to get up to 60% off – ExpressVPN: https://expressvpn.com/lexpod and use code LexPod to get 3 months free – Cash App: https://cash.app/ and use code LexPodcast to get $10 EPISODE LINKS: Erik’s Twitter: https://twitter.com/erikbryn Erik’s Website: https://www.brynjolfsson.com/ The Second Machine Age (book): https://amzn.to/33f1Pk2 Machine, Platform, Crowd (book): https://amzn.to/3miJZ76 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/LexFridmanPage – 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 (08:23) – Exponential growth (12:51) – Elon Musk exponential thinking (15:08) – Moore’s law is a series of revolutions (20:31) – GPT-3 (22:09) – Autonomous vehicles (29:11) – Electricity (33:40) – Productivity (38:47) – Why is Twitter and Facebook free? (49:03) – Dismantling the nature of truth (52:24) – Nutpicking and Cancel Culture (58:39) – How will AI change our world (1:04:40) – Existential threats (1:06:33) – AI and the nature of work (1:12:39) – Thoughts on Andrew Yang and UBI (1:18:30) – Economics of innovation (1:24:37) – Effect of COVID on the economy (1:33:50) – MIT and Stanford (1:38:23) – Book recommendations (1:41:28) – Meaning of life

25 Marras 20201h 45min

#140 – Lisa Feldman Barrett: Love, Evolution, and the Human Brain

#140 – Lisa Feldman Barrett: Love, Evolution, and the Human Brain

Lisa Feldman Barrett is a neuroscientist, psychologist, and author. 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 – Eight Sleep: https://www.eightsleep.com/lex and use code LEX to get $200 off – MasterClass: https://masterclass.com/lex to get 15% off annual sub – BetterHelp: https://betterhelp.com/lex to get 10% off EPISODE LINKS: Seven and a Half Lessons About the Brain (book): https://amzn.to/2Sp5ar9 How Emotions Are Made (book): https://amzn.to/2GwAFg6 Lisa’s Twitter: https://twitter.com/LFeldmanBarrett Lisa’s Website: https://lisafeldmanbarrett.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/LexFridmanPage – 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 (07:27) – Falling in love (25:10) – Love at first sight (39:49) – Romantic (43:48) – Writing process (54:32) – Evolution of the human brain (1:08:41) – Nature of evil (1:17:23) – Love is an evolutionary advantage (1:21:59) – Variation in species (1:27:41) – Does evolution have a direction? (1:45:19) – Love with an inanimate object (1:49:37) – Just be yourself is confusing advice (1:59:49) – Consciousness (2:06:26) – Book recommendations

20 Marras 20202h 21min

#139 – Andrew Huberman: Neuroscience of Optimal Performance

#139 – Andrew Huberman: Neuroscience of Optimal Performance

Andrew Huberman is a neuroscientist at Stanford. Please support this podcast by checking out our sponsors: – Eight Sleep: https://www.eightsleep.com/lex and use code LEX to get $200 off – SEMrush: https://www.semrush.com/partner/lex/ to get a free month of Guru – Cash App: https://cash.app/ and use code LexPodcast to get $10 EPISODE LINKS: Andrew’s Instagram: https://www.instagram.com/hubermanlab Andrew’s Wikipedia: https://en.wikipedia.org/wiki/Andrew_D._Huberman Andrew’s Website: http://www.hubermanlab.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/LexFridmanPage – 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 (06:24) – Fear (14:36) – Virtual reality (18:20) – Claustrophobia (20:08) – Skydiving (21:43) – Overcoming fears (26:43) – Optimal performance (29:57) – Deep work (45:22) – Psychedelics (49:08) – Deep work (1:02:48) – Everything in the brain is an abstraction (1:10:06) – Human vision system (1:21:42) – Neuralink (1:49:12) – Science of consciousness (2:04:00) – David Goggins (2:21:04) – Science communication (2:28:36) – Man’s Search for Meaning

16 Marras 20202h 36min

#138 – Yaron Brook: Ayn Rand and the Philosophy of Objectivism

#138 – Yaron Brook: Ayn Rand and the Philosophy of Objectivism

Yaron Brook is a objectivist philosopher, podcaster, and author. Please support this podcast by checking out our sponsors: – 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 – Cash App: https://cash.app/ and use code LexPodcast to get $10 EPISODE LINKS: Yaron’s Twitter: https://twitter.com/yaronbrook Yaron Brook Show (YouTube): https://www.youtube.com/user/ybrook Free Market Revolution (book): https://amzn.to/32H0oLb Equal is Unfair (book): https://amzn.to/32K3NsC 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/LexFridmanPage – 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 (06:28) – Principles of a life well lived (14:35) – Free will (20:50) – Nature of reality (29:28) – Ayn Rand (1:01:11) – Objectivism (1:26:29) – Godel Incompleteness Theorem (1:31:36) – Capitalism (2:01:22) – Virtue of selfishness (2:11:27) – Win-win (2:17:31) – Anarchy (2:36:24) – Tribalism and division (2:40:42) – Objectivism and Jordan Peterson on personal responsibility

13 Marras 20202h 53min

#137 – Alex Filippenko: Supernovae, Dark Energy, Aliens & the Expanding Universe

#137 – Alex Filippenko: Supernovae, Dark Energy, Aliens & the Expanding Universe

Alex Filippenko is an astrophysicist and professor of astronomy at Berkeley. Please support this podcast by checking out our sponsors: – Neuro: https://www.getneuro.com and use code LEX to get 15% off – BetterHelp: https://betterhelp.com/lex to get 10% off – MasterClass: https://masterclass.com/lex to get 15% off annual sub – Cash App: https://cash.app/ and use code LexPodcast to get $10 EPISODE LINKS: Alex’s Website: https://astro.berkeley.edu/people/alex-filippenko/ 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/LexFridmanPage – 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 (06:36) – Universe expansion (08:00) – Dark energy (15:28) – Scientific revolutions (27:18) – Asteroid hitting Earth (30:50) – Giant solar flares and the power grid (37:50) – Elon Musk and space exploration (42:41) – Exoplanets (50:03) – Traveling close to the speed of light (52:13) – Traveling faster than the speed of light (1:00:39) – Intelligent life in the universe (1:04:14) – Fermi Paradox (1:13:52) – Finding alien life would be bad news (1:18:49) – UFO sightings (1:31:58) – Universe expansion speed (1:36:42) – The universe is infinite (1:40:58) – What happened before the Big Bang? (1:45:14) – Roger Penrose (1:48:48) – Nobel Prize for the accelerating universe (2:10:23) – Supernova (2:21:47) – The greatest story ever told (2:25:44) – Richard Feynman (2:32:37) – Meaning of life

8 Marras 20202h 40min

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