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Stanford University · Course

Technical Fundamentals of Generative AI (XFM110)

Technical Fundamentals of Generative AI (XFM110) is a self-paced Stanford Online course developed with Stanford HAI. It takes you into how foundation models work through a conference-style set of expert talks, including why some prompting techniques work far better than others.

Who it suits

  • Professionals who want more than a surface understanding of how generative AI works.
  • People who will use LLMs for the exercises and want the technical reasoning behind them.

What it covers

  • How foundation models operate.
  • The engineering choices involved in training large language models.
  • Why certain prompting techniques yield significantly better results.
  • The strategies that maximise performance, and the implications that will shape the technology’s future.

Watch here

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  • Stanford Online · 2026

    Course Overview - Technical Fundamentals of Generative AI

Common questions about Technical Fundamentals of Generative AI (XFM110)

How long is it?
Stanford lists 9 hours, 100% online and on demand, with 60 days of course access and a record of completion.
Do I need paid tools?
Stanford says no paid third-party tools are required; exercises ask you to use a large language model of your choice.
Is it part of a programme?
Stanford lists it in its Generative AI: Technology, Business, and Society Program.

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Where this comes from

Written from Stanford University’s own pages, read on 2026-10-14. Content, prices and availability change, so the provider’s page is the source. We are not affiliated with Stanford University and this is not an endorsement.