Microsoft Certified: MLOps Engineer Associate (AI-300)

On this Microsoft Certified: MLOps Engineer Associate (AI-300) course, you’ll gain an understanding of how to design, implement, and operate Machine Learning Operations (MLOps) and Generative AI Operations (GenAIOps) solutions on Azure.

The course covers building secure and scalable AI infrastructure, managing the full lifecycle of traditional machine learning models with Azure Machine Learning, and deploying, evaluating, monitoring, and optimizing generative AI applications and agents using Microsoft Foundry.

Learners will gain hands-on knowledge of automation, continuous integration and delivery, infrastructure as code, and observability by using tools such as GitHub Actions, Azure CLI, and Bicep. The course emphasizes collaboration with data science and DevOps teams to deliver reliable, production-ready AI systems aligned with modern MLOps and GenAIOps best practices.

At Firebrand, we are one of the few companies in the world to be designated a Microsoft Cloud Partner. Through our Lecture | Lab | Review method, you’ll access official courseware, learn from certified instructors, and train in a distraction-free environment.

This course is ideal for:

• Data Scientists, Machine Learning Engineers, and DevOps professionals who want to design and operate production-grade AI solutions on Azure
• Learners with experience in Python, a foundational understanding of machine learning concepts, and basic familiarity with DevOps practices such as source control, CI/CD, and command-line tools, who are preparing to implement MLOps and GenAIOps workflows using Azure-native services

Learning Path 1: Operationalize machine learning models (MLOps)

• Module 1: Experiment with Azure Machine Learning
• Module 2: Perform hyperparameter tuning with Azure Machine Learning
• Module 3: Run pipelines in Azure Machine Learning
• Module 4: Trigger Azure Machine Learning jobs with GitHub Actions
• Module 5: Trigger GitHub Actions with feature-based development
• Module 6: Work with environments in GitHub Actions
• Module 7: Deploy a model with GitHub Actions

Learning Path 2: Operationalize generative AI applications (GenAIOps)

• Module 1: Plan and prepare a GenAIOps solution
• Module 2: Manage prompts for agents in Microsoft Foundry with GitHub
• Module 3: Evaluate and optimize AI agents through structured experiments
• Module 4: Automate AI evaluations with Microsoft Foundry and GitHub Actions
• Module 5: Monitor your generative AI application
• Module 6: Analyze and debug your generative AI app with tracing

At the end of this course, you’ll sit the official Microsoft AI-300 exam, covered by the Firebrand Certification Guarantee.

Exam AI-300: Operationalizing Machine Learning and Generative AI Solutions

Domains:

• Design and implement an MLOps infrastructure (15–20%)
• Implement machine learning model lifecycle and operations (25–30%)
• Design and implement a GenAIOps infrastructure (20–25%)
• Implement generative AI quality assurance and observability (10–15%)
• Optimize generative AI systems and model performance (10–15%)”

Before attending this course, you should have:

• Programming experience with Python or R Experience developing and training machine learning models
• Familiarity with basic Azure Machine Learning concepts
• Familiarity with fundamental generative AI concepts and services in Azure
• Consider completing the Microsoft Azure AI Fundamentals: Generative AI learning path first

Your course includes:

• Accommodation *
• Meals, unlimited snacks, beverages, tea and coffee *
• On-site exams **
• Exam vouchers **
• Practice tests **
• Certification Guarantee ***
• Courseware
• Up to 12 hours of instructor-led training each day
• 24-hour lab access
• Digital courseware **

* For residential training only. Accommodation is included from the night before the course starts. This doesn't apply to online courses.
** Some exceptions apply. Please refer to the Exam Track or speak with our experts.
*** Pass the first time or train again for free as many times as it takes, unlimited for 1 year. Just pay for accommodation, exams, and incidental costs.

Six reasons to sit your course with Firebrand Training

• Three training options. Choose between residential classroom-based, live online, or city-centre courses
• All-inclusive course. A one-off fee covers all course materials, exams**, accommodation* and meals*. No hidden extras.
• Pass the first time or train again for free. This is our guarantee. We’re confident you’ll pass your course the first time. But if not, come back within a year and only pay for accommodation, exams and incidental costs
• You’ll learn more. Our expert instructors cover exclusive additional materials not taught through the official curriculum
• You’ll learn faster. Chances are, you’ll have a different learning style compared to those around you. We combine visual, auditory and tactile styles to deliver the material in a way that ensures you will learn faster and more easily
• You’ll be studying with the best. We’ve been named in the Training Industry’s “Top 20 IT Training Companies of the Year” every year since 2010. As well as winning many more awards, we’ve trained and certified over 145,000 professionals

*For residential training only. Doesn't apply to online courses
**Some exceptions apply. Please refer to the Exam Track or speak with our experts

Are you ready for the course? 

Get access to free practice tests here:  Free Practice Test