StudyToCert

All certifications / Azure AI Fundamentals / Lessons

Microsoft Certified: Azure AI Fundamentals AI-900 · Domain 2: Fundamental principles of machine learning on Azure

Deploying models to endpoints for real-time or batch inference, and responsible AI tools in Azure Machine Learning

▶ Watch the overview video

Last reviewed September 25, 2026 · Leer en español

A model only creates value when applications can use it. In Azure Machine Learning, you deploy a trained model to an endpoint, a web address that accepts input data and returns predictions. AI-900 expects you to know the two main endpoint types and the responsible AI tools that help you check a model before and after deployment.

Free account

Keep reading for free

Create a free StudyToCert account to read the rest of this lesson: 5 more sections, 4 key terms, a real-world example, an exam tip and self-check questions. Every lesson, lab and practice test is free with an account.

Sign up free Log in

Study Azure AI Fundamentals for free
A week-by-week plan with every lesson, quizzes, checkpoint tests, a practice exam and hands-on labs.
Open the Azure AI Fundamentals study plan