Changelog Master Feed

Generative models: exploration to deployment (Practical AI #240)

Listen Later

What is the model lifecycle like for experimenting with and then deploying generative AI models? Although there are some similarities, this lifecycle differs somewhat from previous data science practices in that models are typically not trained from scratch (or even fine-tuned). Chris and Daniel give a high level overview in this effort and discuss model optimization and serving.

Join the discussion

Changelog++ members save 2 minutes on this episode because they made the ads disappear. Join today!

Sponsors:

  • Neo4j – NODES 2023 is coming in October!
  • Fastly – Our bandwidth partner. Fastly powers fast, secure, and scalable digital experiences. Move beyond your content delivery network to their powerful edge cloud platform. Learn more at fastly.com
  • Fly.io – The home of Changelog.com — Deploy your apps and databases close to your users. In minutes you can run your Ruby, Go, Node, Deno, Python, or Elixir app (and databases!) all over the world. No ops required. Learn more at fly.io/changelog and check out the speedrun in their docs.

    • Featuring:

    • Chris Benson – Website, GitHub, LinkedIn, Bluesky, X
    • Daniel Whitenack – Website, GitHub, X

    Show Notes:

    • BigDL
    • Article: Making LLMs even more accessible with bitsandbytes, 4-bit quantization and QLoRA
    • Previous episode: Running large models on CPUs
    • Baseten’s Truss
    • Seldon
    • Hugging Face’s TGI
    • Intel Gaudi 2
    • Intel TDX

      • Something missing or broken? PRs welcome!

      ...more
      View all episodesView all episodes
      Download on the App Store
      Changelog Master FeedBy Changelog Media
      • 4.4
      • 4.4
      • 4.4
      • 4.4
      • 4.4

      4.4

      29 ratings

      More shows like Changelog Master Feed

      View all
      Software Engineering Radio - the podcast for professional software developers by team@se-radio.net (SE-Radio Team)

      Software Engineering Radio - the podcast for professional software developers

      272 Listeners

      Hanselminutes with Scott Hanselman by Scott Hanselman

      Hanselminutes with Scott Hanselman

      383 Listeners

      The Changelog: Software Development, Open Source by Changelog Media

      The Changelog: Software Development, Open Source

      289 Listeners

      Software Engineering Daily by Software Engineering Daily

      Software Engineering Daily

      623 Listeners

      Talk Python To Me by Michael Kennedy

      Talk Python To Me

      581 Listeners

      Soft Skills Engineering by Jamison Dance and Dave Smith

      Soft Skills Engineering

      289 Listeners

      Thoughtworks Technology Podcast by Thoughtworks

      Thoughtworks Technology Podcast

      45 Listeners

      The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence) by Sam Charrington

      The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence)

      436 Listeners

      Syntax - Tasty Web Development Treats by Wes Bos & Scott Tolinski - Full Stack JavaScript Web Developers

      Syntax - Tasty Web Development Treats

      988 Listeners

      CoRecursive: Coding Stories by Adam Gordon Bell - Software Developer

      CoRecursive: Coding Stories

      188 Listeners

      Kubernetes Podcast from Google by Abdel Sghiouar, Kaslin Fields

      Kubernetes Podcast from Google

      180 Listeners

      Practical AI by Practical AI LLC

      Practical AI

      210 Listeners

      The Stack Overflow Podcast by The Stack Overflow Podcast

      The Stack Overflow Podcast

      64 Listeners

      Big Technology Podcast by Alex Kantrowitz

      Big Technology Podcast

      513 Listeners

      Oxide and Friends by Oxide Computer Company

      Oxide and Friends

      67 Listeners