Data Centric AI
The goal of this workshop is to bring together a new community of researchers, practitioners, organizations and individuals, and catalyze interest in the emerging discipline of Data-Centric AI.
This is a joint event between Stanford HAI and the ETH AI Center.
Recorded sessions
US Day 1
European Day
US Day 2
What is Data-Centric AI?
Creating the appropriate training and evaluation data is often the biggest challenge in developing AI in practice. This workshop will explore challenges and opportunities across the data-for-AI pipeline. We will discuss recent advances in curating, cleaning, annotating and evaluating datasets for AI. We will also investigate questions that arise from data regulations, privacy and ethics. The goal of the workshop is to help build an intellectual foundation for the emerging and critically important discipline of data-centric AI.
This event will be held virtually and is free to register.
Program Overview
Nov 17 2021 09:00 - 11:00 (Pacific Time)
The first session will be streamed from the US (pacific time) and will contain two keynote talks, a live discussion with both keynote speakers, as well as multiple student spotlight talks. Each talk will be followed by a online live Q&A session.
Nov 18 2021 13:00 - 18:00 (Central European Time)
The second part will be streamed from Europe (central european time) and will contain four keynote talks and multiple student spotlight talks, each talk will be followed by a online live Q&A session. This session will also include a live panel discussion along with a start-up session.
Nov 18 2021 09:00 - 11:00 (Pacific Time)
The third and final session will be streamed from the US (pacific time) and will contain two keynote talks, a fireside chat including both keynote speakers, as well as multiple student spotlight talks. Each talk will be followed by a online live Q&A session.
Keynote Speakers
Wed. Nov 17, US Day 1
9:00am - 9:15am (PT): Welcome and Introduction: What is Data-Centric AI?
9:15am - 9:40am (PT): Keynote Talk
9:40am - 10:10am (PT): Research Spotlights
10:10am - 10:35am (PT): Keynote Talk
10:35am - 11:00am (PT): Keynote Talk
11:00am - 11:05am (PT): Closing Remarks
Thu. Nov 18, European Day
1:00pm - 1:05pm (CET): Welcome and Introduction
Session: Data Quality for AI
1:05pm - 1:30pm (CET): Keynote Talk
1:30pm - 2:00pm (CET): Research Spotlights
Session: Data-Centric AI Research
2:00pm - 2:25pm (CET): Keynote Talk
2:25pm - 2:45pm (CET): Research Spotlights
2:45pm - 3:00pm (CET): Keynote Talk
Session: Start-up Session
3:00pm - 4:00pm (CET): Start-up session
Session: Data Systems for AI Governance
4:00pm - 4:25pm (CET): Keynote Talk
4:25pm - 4:35pm (CET): Research Spotlight
4:35pm - 5:00pm (CET): Keynote Talk
5:00pm - 5:55pm (CET): Panel on AI & Regulation
5:55pm - 6:00pm (CET): Closing Remarks
Thu. Nov 18, US Day 2
9:00am - 9:05am (PT): Welcome and Introduction
9:05am - 9:30am (PT): DCAI Benchmark
9:30am - 10:00am (PT): Research Spotlights
10:00am - 10:30am (PT): Fireside Chat: Building Benchmark Datasets
10:30am - 11:00am (PT): Keynote Talk
11:00am - 11:05am (PT): Closing Remarks
European Day Panelists
Organizers
Acknowledgments
This workshop would not be possible without the generous support and devotion from Stanford HAI and ETH AI Center, including Vanessa Parli, Celia Clark, Alex Ilic, and others.