The cloud service that provides high-level APIs for machine learning is Google Cloud AI. This service offers a suite of tools and pre-trained models that make it easier for developers to create and integrate machine learning capabilities into applications. With features like image recognition, natural language processing, and predictive analytics, it enables users to leverage AI without deep expertise in the field.