The Multi-User access mode is the recommended choice for using Unity Catalog with AutoML because it supports collaboration among multiple users, centralizes management of data and models, and scales effectively for large teams. Unlike other modes, it provides the necessary granular control and security features for a collaborative environment. Shared access mode lacks these features, Single User mode is too restrictive, and Admin mode is not suited for general data access or modeling tasks.