{ "source_file": "0930", "source_platform": "个人博客", "author": "Lex Fridman Podcast", "title_listed": "Episode #375: Ilya Sutskever — Deep Learning and AI", "keywords": "Ilya Sutskever,深度学习,AI", "domain": "大模型算法", "content_type": "访谈", "is_paid_flag": "否", "url": "https://lexfridman.com/ilya-sutskever/", "publish_date": "2023-03", "corpus_stage": "预训练/SFT", "notes": "专访Ilya Sutskever", "id": "7e403c7a2f88", "collected_at": "2026-10-02T14:33:33", "title": "#94 - Ilya Sutskever: Deep Learning | Lex Fridman Podcast", "body_markdown": "https://media.blubrry.com/takeituneasy/content.blubrry.com/takeituneasy/lex_ai_ilya_sutskever.mp3\nPodcast:\nPlay in new window\n|\nDownload\nIlya Sutskever is the co-founder of OpenAI, is one of the most cited computer scientist in history with over 165,000 citations, and to me, is one of the most brilliant and insightful minds ever in the field of deep learning. There are very few people in this world who I would rather talk to and brainstorm with about deep learning, intelligence, and life than Ilya, on and off the mic.\nSupport this podcast by signing up with these sponsors:\n– Cash App – use code “LexPodcast” and download:\n– Cash App (App Store):\nhttps://apple.co/2sPrUHe\n– Cash App (Google Play):\nhttps://bit.ly/2MlvP5w\nEPISODE LINKS:\nIlya’s Twitter:\nhttps://twitter.com/ilyasut\nIlya’s Website:\nhttps://www.cs.toronto.edu/~ilya/\nThis conversation is part of the Artificial Intelligence podcast.\nIf you would like to get more information about this podcast go to\nhttps://lexfridman.com/ai\nor connect with @lexfridman on\nTwitter\n,\nLinkedIn\n,\nFacebook\n,\nMedium\n, or\nYouTube\nwhere you can watch the video versions of these conversations. If you enjoy the podcast, please rate it 5 stars on\nApple Podcasts\n, follow on\nSpotify\n, or support it on\nPatreon\n.\nHere’s the outline of the episode. On some podcast players you should be able to click the timestamp to jump to that time.\nOUTLINE:\n00:00 – Introduction\n02:23 – AlexNet paper and the ImageNet moment\n08:33 – Cost functions\n13:39 – Recurrent neural networks\n16:19 – Key ideas that led to success of deep learning\n19:57 – What’s harder to solve: language or vision?\n29:35 – We’re massively underestimating deep learning\n36:04 – Deep double descent\n41:20 – Backpropagation\n42:42 – Can neural networks be made to reason?\n50:35 – Long-term memory\n56:37 – Language models\n1:00:35 – GPT-2\n1:07:14 – Active learning\n1:08:52 – Staged release of AI systems\n1:13:41 – How to build AGI?\n1:25:00 – Question to AGI\n1:32:07 – Meaning of life", "metadata": { "title": "#94 - Ilya Sutskever: Deep Learning | MIT | Artificial Intelligence Podcast", "description": null, "keywords": null, "author": "Lex Fridman", "og:locale": "en_US", "og:type": "article", "og:title": "#94 - Ilya Sutskever: Deep Learning | MIT | Artificial Intelligence Podcast", "og:description": "Ilya Sutskever is the co-founder of OpenAI, is one of the most cited computer scientist in history with over 165,000 citations, and to me, is one of the most brilliant and insightful minds ever in the field of deep learning. There are very few people in this world who I would rather talk to and brainstorm with about deep learning, intelligence, and life than Ilya, on and off the mic. Support this podcast by signing up with these sponsors: – Cash App – use code “LexPodcast” and download: – Cash App (App Store): https://apple.co/2sPrUHe – Cash App (Google Play): https://bit.ly/2MlvP5w EPISODE LINKS:", "og:url": "https://lexfridman.com/ilya-sutskever/", "og:site_name": "Lex Fridman", "og:image": "https://lexfridman.com/wordpress/wp-content/uploads/2020/05/thumb_ilya_sutskever.png", "og:image:width": "1280", "og:image:height": "720", "og:image:type": "image/png", "twitter:card": "summary_large_image", "twitter:creator": "@lexfridman", "twitter:label1": "Written by", "twitter:data1": "Lex Fridman", "twitter:label2": "Est. reading time", "twitter:data2": "1 minute", "article:author": "https://www.facebook.com/lexfridman", "article:published_time": "2020-05-08T20:25:12+00:00" }, "paywall": { "listed_paid": false, "detected": false, "marker": "", "public_only": false, "policy": "付费/会员内容只保留页面公开可见部分，不绕过付费墙" }, "crawl": { "success": true, "status_code": 200, "error": "" }, "code_blocks": [], "images": [], "audio": [ { "status": "ok", "url": "https://media.blubrry.com/takeituneasy/content.blubrry.com/takeituneasy/lex_ai_ilya_sutskever.mp3?_=1", "bytes": 72323057, "reused": false, "local_path": "attachments/7e403c7a2f88/audio/body-d70ff32cf661822c0c2a.mp3" } ], "videos": [ { "url": "https://www.youtube.com/lexfridman", "src": "https://www.youtube.com/lexfridman", "status": "reference_only", "kind": "channel_reference" }, { "url": "https://www.youtube.com/watch?v=13CZPWmke6A", "src": "https://www.youtube.com/embed/13CZPWmke6A", "status": "source_unavailable", "kind": "single_video", "error": "ERROR: [youtube] 13CZPWmke6A: Video unavailable\n", "title": "", "retried_at": "2026-10-20T17:56:56Z" } ], "links": [ { "href": "https://media.blubrry.com/takeituneasy/content.blubrry.com/takeituneasy/lex_ai_ilya_sutskever.mp3?_=1", "label": "", "type": "source" }, { "href": "https://media.blubrry.com/takeituneasy/content.blubrry.com/takeituneasy/lex_ai_ilya_sutskever.mp3", "label": "https://media.blubrry.com/takeituneasy/content.blubrry.com/takeituneasy/lex_ai_ilya_sutskever.mp3", "type": "a" }, { "href": "https://apple.co/2sPrUHe", "label": "https://apple.co/2sPrUHe", "type": "a" }, { "href": "https://bit.ly/2MlvP5w", "label": "https://bit.ly/2MlvP5w", "type": "a" }, { "href": "https://twitter.com/ilyasut", "label": "https://twitter.com/ilyasut", "type": "a" }, { "href": "https://www.cs.toronto.edu/~ilya/", "label": "https://www.cs.toronto.edu/~ilya/", "type": "a" }, { "href": "https://lexfridman.com/ai", "label": "https://lexfridman.com/ai", "type": "a" }, { "href": "https://twitter.com/lexfridman", "label": "Twitter", "type": "a" }, { "href": "https://www.linkedin.com/in/lexfridman/", "label": "LinkedIn", "type": "a" }, { "href": "https://www.facebook.com/lexfridman", "label": "Facebook", "type": "a" }, { "href": "https://medium.com/@lexfridman", "label": "Medium", "type": "a" }, { "href": "https://www.youtube.com/lexfridman", "label": "YouTube", "type": "a" }, { "href": "https://podcasts.apple.com/us/podcast/artificial-intelligence/id1434243584", "label": "Apple Podcasts", "type": "a" }, { "href": "https://open.spotify.com/show/2MAi0BvDc6GTFvKFPXnkCL", "label": "Spotify", "type": "a" }, { "href": "https://www.patreon.com/lexfridman", "label": "Patreon", "type": "a" }, { "href": "https://www.youtube.com/embed/13CZPWmke6A", "label": "", "type": "iframe" } ], "repair_version": 2, "repaired_at": "2026-10-14T10:52:58Z", "source_url": "https://lexfridman.com/ilya-sutskever/", "papers": [], "actual_video_files": [], "body_chars": 1982, "expected_body_images": 0, "discovery_status": "ok", "delivery_status": "partial", "missing_reason": "source_unavailable", "raw_html": "attachments/7e403c7a2f88/pages/source.html", "local_html": "attachments/7e403c7a2f88/pages/article.html", "body_base_path": "attachments/7e403c7a2f88/pages/", "body_markdown_path": "attachments/7e403c7a2f88/pages/article.md" }