Data-centric AI
Search by

Posts

    Topics

      Data-centric AI Resource Hub

      Find the latest developments and best practices compiled here, so you can begin your Data-centric AI journey!

      What is Data-centric AI?

      Data-centric AI is the discipline of systematically engineering the data used to build an AI system.

      Explore Topics

      Illustration on labeling and crowdsourcing

      Labeling and Crowdsourcing

      Introduction by
      Michael Bernstein
      Michael Bernstein
      Associate Professor, Human-Computer Interaction Group, Stanford University
      Learn more
      Illustration on data augmentation

      Data Augmentation 

      Introduction by
      Anima Anandkumar
      Anima Anandkumar
      Bren Professor at Caltech CMS department and a Director of machine learning research at NVIDIA
      Data in Deployment

      Data in Deployment

      Introduction by
      D. Sculley
      D. Sculley
      Director of Engineering at Google Brain

      Latest Posts

      The Hugging Face 🤗 Data Measurements Tool
      Data in Deployment

      The Hugging Face 🤗 Data Measurements Tool

      We created the Hugging Face 🤗 Data Measurements Tool, a no-code interface that helps empower members of the AI community  to build, measure, and compare datasets. 

      Sasha Luccioni
      Sasha Luccioni
      Past and Future of data centric AI

      Past and Future of data centric AI

      Olga Russakovsky This video is from the NeurIPS 2021 Data-centric AI workshop proceedings.

      Finding millions of label errors with Cleanlab

      Finding millions of label errors with Cleanlab

      Curtis G. Northcutt, Anish Athalye, Jonas Mueller This video is from the NeurIPS 2021 Data-centric AI workshop proceedings.

      Q&A with Morning Invited + Keynote Speakers

      Q&A with Morning Invited + Keynote Speakers

      Sharon Zhou, Douwe Kiela, Peter Mattson, Michael Bernstein, Praveen Paritosh, Lora Aroyo This video is from the NeurIPS 2021 Data-centric AI workshop proceedings.

      Q&A with Afternoon Invited + Keynote Speakers + Closing Remarks

      Q&A with Afternoon Invited + Keynote Speakers + Closing Remarks

      Andrew Ng, Sharon Zhou, Alex Ratner, D. Sculley, Curtis Northcutt, Carole-Jean Wu This video is from the NeurIPS 2021 Data-centric AI workshop proceedings.

      Algorithms for data-centric AI

      Algorithms for data-centric AI

      Anima Anandkumar This video is from the NeurIPS 2021 Data-centric AI workshop proceedings.

      Technical Debt in ML: A Data-Centric View

      Technical Debt in ML: A Data-Centric View

      This video is from the NeurIPS 2021 Data-centric AI workshop proceedings.

      D. Sculley
      D. Sculley
      View all posts

      Join the Data-centric AI Movement

      We want to share your Data-centric AI story. Fill out this Google form so we can feature your work!

      Contribute

      Share

      © 2024 Data-centric AI