Changelog Master Feed

Green AI 🌲 (Practical AI #124)


Listen Later

Empirical analysis from Roy Schwartz (Hebrew University of Jerusalem) and Jesse Dodge (AI2) suggests the AI research community has paid relatively little attention to computational efficiency. A focus on accuracy rather than efficiency increases the carbon footprint of AI research and increases research inequality. In this episode, Jesse and Roy advocate for increased research activity in Green AI (AI research that is more environmentally friendly and inclusive). They highlight success stories and help us understand the practicalities of making our workflows more efficient.

Join the discussion

Changelog++ members save 5 minutes on this episode because they made the ads disappear. Join today!

Sponsors:

  • The Brave Browser – Browse the web up to 8x faster than Chrome and Safari, block ads and trackers by default, and reward your favorite creators with the built-in Basic Attention Token. Download Brave for free and give tipping a try right here on changelog.com.
  • Code-ish by Heroku – A podcast from the team at Heroku, exploring code, technology, tools, tips, and the life of the developer. Check out episode 98 and episode 99 for insights on the ethical and technical sides of deep fakes. Subscribe on Apple Podcasts and Spotify.
  • Knowable – Learn from the world’s best minds, anytime, anywhere, and at your own pace through audio. Get unlimited access to every Knowable audio course right now. Click here to check it out and use code CHANGELOG for 20% off!
  • Featuring:

    • Roy Schwartz – Website, X
    • Jesse Dodge – X
    • Chris Benson – Website, GitHub, LinkedIn, X
    • Daniel Whitenack – Website, GitHub, X

    Show Notes:

    • Green AI article in the communications of the ACM
    • Training a single AI model can emit as much carbon as five cars in their lifetimes
    • Fine-Tuning Pretrained Language Models: Weight Initializations, Data Orders, and Early Stopping
    • Parameter-Efficient Transfer Learning for NLP
    • Reproducibility at EMNLP 2020
    • 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
      Hanselminutes with Scott Hanselman by Scott Hanselman

      Hanselminutes with Scott Hanselman

      377 Listeners

      Software Engineering Radio - the podcast for professional software developers by se-radio@computer.org

      Software Engineering Radio - the podcast for professional software developers

      272 Listeners

      The Changelog: Software Development, Open Source by Changelog Media

      The Changelog: Software Development, Open Source

      284 Listeners

      Thoughtworks Technology Podcast by Thoughtworks

      Thoughtworks Technology Podcast

      40 Listeners

      Talk Python To Me by Michael Kennedy

      Talk Python To Me

      590 Listeners

      Software Engineering Daily by Software Engineering Daily

      Software Engineering Daily

      621 Listeners

      Python Bytes by Michael Kennedy and Brian Okken

      Python Bytes

      215 Listeners

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

      Syntax - Tasty Web Development Treats

      987 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

      181 Listeners

      Practical AI by Practical AI LLC

      Practical AI

      192 Listeners

      The Stack Overflow Podcast by The Stack Overflow Podcast

      The Stack Overflow Podcast

      62 Listeners

      Oxide and Friends by Oxide Computer Company

      Oxide and Friends

      47 Listeners

      Latent Space: The AI Engineer Podcast by swyx + Alessio

      Latent Space: The AI Engineer Podcast

      75 Listeners

      The Pragmatic Engineer by Gergely Orosz

      The Pragmatic Engineer

      63 Listeners