Build AI on Azure
AI-300Machine Learning Operations Engineer Associate
AI-300 is Microsoft's MLOps engineering credential. It validates setting up and running the infrastructure behind machine-learning operations (MLOps) and generative-AI operations (GenAIOps) on Azure — together "AIOps". That spans the full model lifecycle in Azure Machine Learning, plus deploying, evaluating, monitoring, and optimizing generative-AI apps and agents on Microsoft Foundry, with automation, infrastructure-as-code (Bicep, Azure CLI), and CI/CD through GitHub Actions. It replaces the retired Azure Data Scientist (DP-100). DAI's training prepares engineers for the exam. The exam is currently a Microsoft beta.
Learning path options
Why attend
- Operationalize ML and generative-AI systems reliably on Azure
- Bring automation, infrastructure-as-code, and CI/CD to the AI lifecycle
- Add observability, drift detection, and cost control to AI in production
- Step into the credential that replaces the retired DP-100
Who should attend
- MLOps and AI engineers
- Data scientists moving into operations and production
- DevOps engineers supporting AI workloads
What you'll learn
- Design and implement an MLOps infrastructure
- Implement the machine-learning model lifecycle and operations
- Design and implement a GenAIOps infrastructure
- Implement generative-AI quality assurance and observability
- Optimize generative-AI systems and model performance
Prerequisites
A data-science background with Python, an entry-level grasp of DevOps (GitHub Actions, CLIs), and experience with Azure Machine Learning and Microsoft Foundry.
Examination
Exam AI-300 (currently in beta), 120 minutes, English. Proctored via Pearson VUE. A Microsoft Certification, renewable free each year.
Certification
- Leads to the Microsoft Certified: Machine Learning Operations Engineer Associate credential
- The successor to the retiring Azure Data Scientist (DP-100)
- The certification and exam are issued by Microsoft; DAI provides the training
Build this capability across your teams.
DAI Consultancy delivers Machine Learning Operations Engineer Associate as a corporate cohort — in-person, virtual, or hybrid — structured around your organization's objectives.

