Data and AI Markets in a Nutshell

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 example-based 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 a series of important topics, including the 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.