Changelog Master Feed

Causal inference (Practical AI #220)

Listen Later

With all the LLM hype, it’s worth remembering that enterprise stakeholders want answers to “why” questions. Enter causal inference. Paul Hünermund has been doing research and writing on this topic for some time and joins us to introduce the topic. He also shares some relevant trends and some tips for getting started with methods including double machine learning, experimentation, difference-in-difference, and more.

Join the discussion

Changelog++ members save 3 minutes on this episode because they made the ads disappear. Join today!

Sponsors:

  • 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.
  • Changelog News – A podcast+newsletter combo that’s brief, entertaining & always on-point. Subscribe today.

    • Featuring:

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

    Show Notes:

    • How Can Causal Machine Learning Improve Business Decisions?
    • Causal Inference is More than Fitting the Data Well
    • Causal Data Science in Practice
    • Causal Discovery
    • DoWhy Github
    • The Book of Why
    • Causal Data Science Meeting
    • Paul’s study on causal ML adoption in industry (incl. an overview of useful software packages in Table 3)
    • Causal Data Science MOOC on Udemy

      • 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

      273 Listeners

      Hanselminutes with Scott Hanselman by Scott Hanselman

      Hanselminutes with Scott Hanselman

      382 Listeners

      The Changelog: Software Development, Open Source by Changelog Media

      The Changelog: Software Development, Open Source

      288 Listeners

      Software Engineering Daily by Software Engineering Daily

      Software Engineering Daily

      626 Listeners

      Talk Python To Me by Michael Kennedy

      Talk Python To Me

      583 Listeners

      Soft Skills Engineering by Jamison Dance and Dave Smith

      Soft Skills Engineering

      287 Listeners

      Thoughtworks Technology Podcast by Thoughtworks

      Thoughtworks Technology Podcast

      44 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)

      443 Listeners

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

      Syntax - Tasty Web Development Treats

      985 Listeners

      CoRecursive: Coding Stories by Adam Gordon Bell - Software Developer

      CoRecursive: Coding Stories

      189 Listeners

      Kubernetes Podcast from Google by Abdel Sghiouar, Kaslin Fields

      Kubernetes Podcast from Google

      180 Listeners

      Practical AI by Practical AI LLC

      Practical AI

      212 Listeners

      The Stack Overflow Podcast by The Stack Overflow Podcast

      The Stack Overflow Podcast

      63 Listeners

      Big Technology Podcast by Alex Kantrowitz

      Big Technology Podcast

      512 Listeners

      Oxide and Friends by Oxide Computer Company

      Oxide and Friends

      67 Listeners