--- title: "Building Generative Image & Video models at Scale - Sander Dieleman (Veo and Nano Banana)" source_name: "AI Engineer" original_url: "https://www.youtube.com/watch?v=xOP1PM8fwnk" canonical_url: "https://www.traeai.com/articles/2cc512f4-2b25-4873-88f1-8ca307118e0e" content_type: "video" language: "英文" score: 8.5 tags: ["AI","生成模型","深度学习"] published_at: "2026-04-21T19:33:38+00:00" created_at: "2026-04-22T09:53:33.569251+00:00" --- # Building Generative Image & Video models at Scale - Sander Dieleman (Veo and Nano Banana) Canonical URL: https://www.traeai.com/articles/2cc512f4-2b25-4873-88f1-8ca307118e0e Original source: https://www.youtube.com/watch?v=xOP1PM8fwnk ## Summary Sander Dieleman 分享了大规模生成图像和视频模型的架构设计与优化经验。 ## Key Takeaways - 探讨了生成模型在扩展性上的关键挑战与解决方案。 - 分享了训练超大规模生成模型的硬件与软件优化策略。 - 提供了对生成式 AI 在实际应用中的未来展望。 ## Content Title: Building Generative Image & Video models at Scale - Sander Dieleman (Veo and Nano Banana) URL Source: http://www.youtube.com/watch?v=xOP1PM8fwnk Markdown Content: # Building Generative Image & Video models at Scale - Sander Dieleman (Veo and Nano Banana) - YouTube Back [![Image 1](http://www.youtube.com/watch?v=xOP1PM8fwnk)](http://www.youtube.com/ "YouTube Home") Skip navigation Search Search with your voice [](http://www.youtube.com/watch?v=xOP1PM8fwnk) [Sign in](https://accounts.google.com/ServiceLogin?service=youtube&uilel=3&passive=true&continue=https%3A%2F%2Fwww.youtube.com%2Fsignin%3Faction_handle_signin%3Dtrue%26app%3Ddesktop%26hl%3Den%26next%3Dhttps%253A%252F%252Fwww.youtube.com%252Fwatch%253Fv%253DxOP1PM8fwnk&hl=en&ec=65620) [![Image 2](http://www.youtube.com/watch?v=xOP1PM8fwnk)](http://www.youtube.com/ "YouTube Home") [](http://www.youtube.com/watch?v=xOP1PM8fwnk) [](http://www.youtube.com/watch?v=xOP1PM8fwnk) [](http://www.youtube.com/watch?v=xOP1PM8fwnk) [](http://www.youtube.com/watch?v=xOP1PM8fwnk) [Building Generative Image & Video models at Scale - Sander Dieleman (Veo and Nano Banana)](http://www.youtube.com/watch?v=xOP1PM8fwnk) [](http://www.youtube.com/watch?v=xOP1PM8fwnk) Tap to unmute 2x [![Image 3](http://www.youtube.com/watch?v=xOP1PM8fwnk)](http://www.youtube.com/watch?v=xOP1PM8fwnk) ## Building Generative Image & Video models at Scale - Sander Dieleman (Veo and Nano Banana) AI Engineer 1,795 views 14 hours ago [](http://www.youtube.com/watch?v=xOP1PM8fwnk) Search Copy link Info Shopping ![Image 4](http://www.youtube.com/watch?v=xOP1PM8fwnk) [![Image 5](http://www.youtube.com/watch?v=xOP1PM8fwnk)](http://www.youtube.com/watch?v=xOP1PM8fwnk) If playback doesn't begin shortly, try restarting your device. • You're signed out Videos you watch may be added to the TV's watch history and influence TV recommendations. 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[Learn more](http://support.google.com/youtube/answer/15569972?hl=en) Transcript Follow along using the transcript. Show transcript [![Image 8](http://www.youtube.com/watch?v=xOP1PM8fwnk) ### AI Engineer 411K subscribers](http://www.youtube.com/@aiDotEngineer) [Videos](http://www.youtube.com/channel/UCLKPca3kwwd-B59HNr-_lvA/videos)[About](http://www.youtube.com/channel/UCLKPca3kwwd-B59HNr-_lvA/about) Show less [](http://www.youtube.com/watch?v=xOP1PM8fwnk) # Building Generative Image & Video models at Scale - Sander Dieleman (Veo and Nano Banana) 1,795 views Apr 21, 2026 70 Share Save Download Download ## 0 Comments Sort comments Sort by [Top Show featured comments](http://www.youtube.com/watch?v=xOP1PM8fwnk)[Newest Show recent comments, including potential spam](http://www.youtube.com/watch?v=xOP1PM8fwnk) ![Image 9: Default profile photo](https://yt3.ggpht.com/a/default-user=s48-c-k-c0x00ffffff-no-rj) Add a comment... ## Comments [Top Show featured comments](http://www.youtube.com/watch?v=xOP1PM8fwnk)[Newest Show recent comments, including potential spam](http://www.youtube.com/watch?v=xOP1PM8fwnk) ## In this video Transcript ## Description Building Generative Image & Video models at Scale - Sander Dieleman (Veo and Nano Banana) 70 Likes 1,795 Views 14h Ago [https://sander.ai/2025/04/15/latents....](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbGpCcTl0Nl95UElPOVlwU0hKMXFIWkVwWTNtQXxBQ3Jtc0ttdEtpZDl1Z3k4d0pRdGhVWm5mOWdPNU5VUEY1Vm96aDJURlZNZ2FoY194TnhkVzJpMW43NVpGQ0dsdmVtdkplZHhTdmJYYzRpczZPeXZsb21ZUG9mYjdjbjdMalJpWEE2MW1Mb2JPYm51RkdiZ19pOA&q=https%3A%2F%2Fsander.ai%2F2025%2F04%2F15%2Flatents.html&v=xOP1PM8fwnk) Speaker info: * [https://sander.ai/](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbWowYlJnbzVDVjNfa1dGSzl1RXY0N3dzdzZFUXxBQ3Jtc0trNUswZFZOUnZKbFRxUnJWS2JVYjB5OGpCUXZSbnFlVWNXNnFvMjZlZ1JMNGdDdVEycjR5OW15dWtSOWdybk1BQlRRUGUtaGlUUFpTOGpwd2RiUVkwZ0JKZ0JBT2xFa1djQVJacEpaSVBqNk1DaUFMWQ&q=https%3A%2F%2Fsander.ai%2F&v=xOP1PM8fwnk) * [https://github.com/benanne](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbXpHZ21tYVZtZ19WSnlKb2Y4TEJ0YUQ2RGpPUXxBQ3Jtc0ttZ2UwMENScWozTlBBREtFWnk2eGJkV3BvSW1odGs1ekk4bWRDMk11T1NSUmpMMTd1NmpkN2JDZUtDM3gxUGgwTjJFMDl0b0xxSTNIN1BmSmRtMy1XbEdYS2xYdVl5eUo0UFpOY3hibjRfc0FkWGNHWQ&q=https%3A%2F%2Fgithub.com%2Fbenanne&v=xOP1PM8fwnk) * [![Image 10](http://www.youtube.com/watch?v=xOP1PM8fwnk)/sanderdieleman](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbXRCbjl4eVhscVdFcGY3RktTU2dWSUFqSlNPQXxBQ3Jtc0ttSjV4Z083cGxBRjlET3hXb3JBeV9SbGVERVRxZnd2dmJ3Q19CanYwWE9rbm1LbDgtblYwRWN2c0NBYV91MFlObjBlMzBMMG1YTXc2TG4yakh4YktKVGNhamN5WXY5MXRxVGo1YXdfSWRZd1dGRV9Vaw&q=https%3A%2F%2Fwww.linkedin.com%2Fin%2Fsanderdieleman&v=xOP1PM8fwnk) * [https://x.com/sedielem](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqa3otT0FUUzNnWDlRbnNtd2tkRVNvdU5LZ2FOZ3xBQ3Jtc0ttaTVaWVIwZ1hpZjhvSE5MTE14NzBxRkpUQWFTenpTeFpmVVlUcmRjY0FSbXdJOTRyNlZqV1B5ZzFjbWdtV1E5RXBCRzhXNFJaVjFFdldqUHp0aGk3NVFzOUp0Q2dFczBmRGNEdDlZdE9HS2FpSnBKZw&q=https%3A%2F%2Fx.com%2Fsedielem&v=xOP1PM8fwnk) Timestamps [0:00](http://www.youtube.com/watch?v=xOP1PM8fwnk) Introduction [2:55](http://www.youtube.com/watch?v=xOP1PM8fwnk&t=175s) Data Curation [4:02](http://www.youtube.com/watch?v=xOP1PM8fwnk&t=242s) Representation [9:39](http://www.youtube.com/watch?v=xOP1PM8fwnk&t=579s) Modeling: Diffusion Mechanism [20:01](http://www.youtube.com/watch?v=xOP1PM8fwnk&t=1201s) Network Architecture [22:25](http://www.youtube.com/watch?v=xOP1PM8fwnk&t=1345s) Training at Scale [23:33](http://www.youtube.com/watch?v=xOP1PM8fwnk&t=1413s) Sampling & Guidance [28:03](http://www.youtube.com/watch?v=xOP1PM8fwnk&t=1683s) Distillation [30:03](http://www.youtube.com/watch?v=xOP1PM8fwnk&t=1803s) Control Signals…...more ...more Show less How this was made Auto-dubbed Audio tracks for some languages were automatically generated. [Learn more](http://support.google.com/youtube/answer/15569972?hl=en) Transcript Follow along using the transcript. Show transcript [![Image 11](http://www.youtube.com/watch?v=xOP1PM8fwnk) ### AI Engineer 411K subscribers](http://www.youtube.com/@aiDotEngineer) [Videos](http://www.youtube.com/channel/UCLKPca3kwwd-B59HNr-_lvA/videos)[About](http://www.youtube.com/channel/UCLKPca3kwwd-B59HNr-_lvA/about) ## Transcript NaN / NaN [![Image 12](https://i.ytimg.com/vi/zZsTVBXcbow/hqdefault.jpg?sqp=-oaymwEnCNACELwBSFryq4qpAxkIARUAAIhCGAHYAQHiAQoIGBACGAY4AUAB&rs=AOn4CLDiHDGuxbLnK2qOIYAowPFefO-t7w) 20:37](http://www.youtube.com/watch?v=zZsTVBXcbow&pp=ugUEEgJlbg%3D%3D) ![Image 13](http://www.youtube.com/watch?v=xOP1PM8fwnk) ### [How Google DeepMind is researching the next Frontier of AI for Gemini —Raia Hadsell, VP of Research](http://www.youtube.com/watch?v=zZsTVBXcbow&pp=ugUEEgJlbg%3D%3D) AI Engineer 67K views • 3 days ago New [![Image 14](https://i.ytimg.com/vi/wjk0ulMAkbc/hqdefault.jpg?sqp=-oaymwEnCNACELwBSFryq4qpAxkIARUAAIhCGAHYAQHiAQoIGBACGAY4AUAB&rs=AOn4CLAJH7hAV_QjjZLr12oEW5Urz8BArg) 29:17](http://www.youtube.com/watch?v=wjk0ulMAkbc) ![Image 15](http://www.youtube.com/watch?v=xOP1PM8fwnk) ### [Taste & Craft: A Conversation with Tuomas Artman, CTO Linear & Gergely Orosz, @The Pragmatic Engineer](http://www.youtube.com/watch?v=wjk0ulMAkbc) AI Engineer 2.4K views • 19 hours ago New [![Image 16](https://i.ytimg.com/vi/CyyL0yDhr7I/hqdefault.jpg?sqp=-oaymwEnCNACELwBSFryq4qpAxkIARUAAIhCGAHYAQHiAQoIGBACGAY4AUAB&rs=AOn4CLDnuaLMVVy8Vw_3symM8ho9Oo-snQ) 1:01:41](http://www.youtube.com/watch?v=CyyL0yDhr7I) ![Image 17](http://www.youtube.com/watch?v=xOP1PM8fwnk) ### [This is not the AI we were promised | The Royal Society](http://www.youtube.com/watch?v=CyyL0yDhr7I) The Royal Society 157K views • Streamed 2 months ago [![Image 18](https://i.ytimg.com/vi/b4LiQ-qhOcM/hqdefault.jpg?sqp=-oaymwEnCNACELwBSFryq4qpAxkIARUAAIhCGAHYAQHiAQoIGBACGAY4AUAB&rs=AOn4CLAd5gc1kbTv9BnuODvRTvP22bS1Mg) 12:17](http://www.youtube.com/watch?v=b4LiQ-qhOcM) ![Image 19](http://www.youtube.com/watch?v=xOP1PM8fwnk) ### [Shrimp Forever | Trump: I Would Have Won Vietnam | Jet Fuel Running Low](http://www.youtube.com/watch?v=b4LiQ-qhOcM) The Late Show with Stephen Colbert 641K views • 6 hours ago New [![Image 20](https://i.ytimg.com/vi/vJKC31YpA8c/hqdefault.jpg?sqp=-oaymwFBCNACELwBSFryq4qpAzMIARUAAIhCGAHYAQHiAQoIGBACGAY4AUAB8AEB-AH-CYAC0AWKAgwIABABGGUgWyhVMA8=&rs=AOn4CLAkdfGrTIf9EgWOqEeAVgH5cDVjrA) 1:45:00](http://www.youtube.com/watch?v=vJKC31YpA8c) ![Image 21](http://www.youtube.com/watch?v=xOP1PM8fwnk) ### [Yann LeCun: Special Lecture on AI and World Models](http://www.youtube.com/watch?v=vJKC31YpA8c) Al-Khwarizmi Applied Mathematics Webinar 14K views • 7 days ago [![Image 22](https://i.ytimg.com/vi/v3Fr2JR47KA/hqdefault.jpg?sqp=-oaymwEnCNACELwBSFryq4qpAxkIARUAAIhCGAHYAQHiAQoIGBACGAY4AUAB&rs=AOn4CLDw2mMu4Q08pfmYEhB643R-hIFQfQ) 18:46](http://www.youtube.com/watch?v=v3Fr2JR47KA&pp=ugUEEgJlbg%3D%3D) ![Image 23](http://www.youtube.com/watch?v=xOP1PM8fwnk) ### [The Future of MCP — David Soria Parra, Anthropic](http://www.youtube.com/watch?v=v3Fr2JR47KA&pp=ugUEEgJlbg%3D%3D) AI Engineer 91K views • 2 days ago New [![Image 24](https://i.ytimg.com/vi/EtK5es0jVM4/hqdefault.jpg?sqp=-oaymwEnCNACELwBSFryq4qpAxkIARUAAIhCGAHYAQHiAQoIGBACGAY4AUAB&rs=AOn4CLC5lBnicfPQ34W3aQD9ptbBVpFEGA) 1:08:22](http://www.youtube.com/watch?v=EtK5es0jVM4&pp=0gcJCcMKAYcqIYzv) ![Image 25](http://www.youtube.com/watch?v=xOP1PM8fwnk) ### [Ken Goldberg: Good Old-Fashioned Engineering Can Close the 100,000 Year “Data Gap” in Robotics](http://www.youtube.com/watch?v=EtK5es0jVM4&pp=0gcJCcMKAYcqIYzv) MIT Robotics 19K views • 2 weeks ago [![Image 26](https://i.ytimg.com/vi/TS6WWmzcCpA/hqdefault.jpg?sqp=-oaymwEnCNACELwBSFryq4qpAxkIARUAAIhCGAHYAQHiAQoIGBACGAY4AUAB&rs=AOn4CLBzqIsnPyJxi6fkVs0glKQD2I_E-g) 14:11](http://www.youtube.com/watch?v=TS6WWmzcCpA&pp=ugUHEgVlbi1VUw%3D%3D) ![Image 27](http://www.youtube.com/watch?v=xOP1PM8fwnk) ### [Trump Extends Iran Ceasefire Again, Reads from Bible & Tucker Carlson Apologizes for Supporting Him](http://www.youtube.com/watch?v=TS6WWmzcCpA&pp=ugUHEgVlbi1VUw%3D%3D) Jimmy Kimmel Live 1M views • 6 hours ago New [![Image 28](https://i.ytimg.com/vi/YwZR6tc7qYg/hqdefault.jpg?sqp=-oaymwEnCNACELwBSFryq4qpAxkIARUAAIhCGAHYAQHiAQoIGBACGAY4AUAB&rs=AOn4CLD0yzXYFWUX-Mco3Cxj3yif-cvKLw) 26:46](http://www.youtube.com/watch?v=YwZR6tc7qYg&pp=ugUEEgJlbg%3D%3D) ![Image 29](http://www.youtube.com/watch?v=xOP1PM8fwnk) ### [Everything We Got Wrong About Research-Plan-Implement - 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