Jian Pei
Duke University, USA
Title: Data and AI Markets in a Nutshell
Abstract:
Data and AI model services, often regarded as the driving force of the digital and AI economy, are powering a wide range of applications and creating significant business opportunities. Data and AI model service pipelines are frequently enabled by data and AI markets, yet the landscape of these markets remains relatively unfamiliar to many professionals in data science, machine learning, and AI. This tutorial provides an intuitive, concept-driven, and examplebased introduction to this emerging domain. Through practical examples, we will explore the motivations, fundamental principles, key techniques, major challenges, and research and development opportunities in data and AI markets. The tutorial will cover core concepts, market models, and operational mechanisms—such as privacy, security, and deployment—as well as market administration, offering a comprehensive foundation for understanding and advancing this transformative field.
Bio:
Jian Pei is the Arthur S. Pearse Distinguished Professor and Chair of the Department of Computer Science at Duke University. A leading researcher in data science, machine learning, big data, data mining, and database systems, he has published extensively, garnering more than 130,000 citations with an H-index of 114. He is a fellow of the Royal Society of Canada, the Canadian Academy of Engineering, ACM, and IEEE. A recognized leader in data and AI markets, he has made tangible contributions to data-driven decision-making, responsible AI, and the economics of data exchange. His contributions have been recognized with prestigious honors, including the ACM SIGKDD Innovation Award, the ACM SIGKDD Service Award, and the IEEE ICDM Research Award.