AWS Certified Machine Learning Engineer – Associate credential artwork

AWS Certified Machine Learning Engineer – Associate (MLA-C02) Courses

Validates skills in preparing data, building and tuning models, and deploying and securing machine learning workloads on AWS.

A good MLA-C02 course teaches SageMaker, Bedrock and MLOps hands-on, because the exam tests building and operating ML workflows on AWS. We compared the main options on MLA-C02 coverage, labs, practice questions and price.

Most people should start with Tutorials Dojo's $13 video course, which is written for MLA-C02 and includes labs. Add AWS's free Exam Prep Plan for exam-style questions, and choose Maarek and Kane's Udemy course for more than 23 hours of detailed SageMaker and Bedrock demonstrations.

MLA-C01 ended in English on September 28, 2026; MLA-C02 is in beta until general availability on January 14, 2027. Source ↗

Free official route

Exam Prep Plan: AWS Certified Machine Learning Engineer - Associate (MLA-C02)

AWS's four-step plan for MLA-C02, with exam-style questions, refresher content, domain reviews and practice. It ends with a readiness check, so you see how far you are from booking the exam.

Great fit if you want the official route through the MLA-C02 objectives at no cost

Poor fit if you need full lessons on ML fundamentals; choose Tutorials Dojo's video course

Low-cost MLA-C02 course

AWS Certified Machine Learning Engineer Associate MLA-C02 Video Course

More than 24 hours of visual video lessons across 19+ sections on SageMaker, Bedrock, agents, RAG, data engineering and responsible AI. It includes hands-on labs, section quizzes and a 65-question exam simulator.

Great fit if you want a low-cost course written for MLA-C02, with labs

Poor fit if you want lifetime access or the longest hands-on demonstrations; choose Maarek and Kane

In-depth demonstrations

AWS Certified Machine Learning Engineer Associate: Hands On!

4.5(6.2k ratings)

A long hands-on course of more than 23 hours covering SageMaker, Bedrock, the AWS AI services and MLOps, taught by Stéphane Maarek and Frank Kane. It ends with a full practice exam.

Great fit if you want detailed demonstrations from instructors with Amazon ML experience

Poor fit if you want a short course or built-in labs; choose Tutorials Dojo

How to choose a AWS Certified Machine Learning Engineer – Associate course

  • Match MLA-C02. MLA-C01 ended in English on September 28, 2026. Choose a course written for MLA-C02, which adds foundation models, Amazon Bedrock, RAG and agentic workflows.
  • Look for hands-on work. The exam tests building ML workflows, so run SageMaker and Bedrock in your own AWS account instead of only watching. Tutorials Dojo includes labs, and Maarek and Kane demonstrate each service.
  • Add official questions. AWS's free Exam Prep Plan and 20-question practice set show how AWS writes its questions. A course alone does not give you that.
  • Pick one main course. Use one full course, rebuild its examples, then finish with practice questions. Two long courses on the same content cost time without adding much.

Recommended AWS Certified Machine Learning Engineer – Associate course combinations

  • Lowest cost: Tutorials Dojo's video course ($13) with AWS's free Exam Prep Plan and Official Practice Question Set, then Tutorials Dojo's practice exams ($15).
  • New to ML on AWS: Maarek and Kane's course ($100) for slower, detailed demonstrations and Maarek's practice exams ($65) for exam-level difficulty.
  • Already build on SageMaker: AWS's free Exam Prep Plan, then the Official Pretest ($29/month) as a timed check before you book.
  • Want the hardest questions: Tutorials Dojo's course ($13) plus Maarek's practice exams ($65), which run three full 65-question tests.

Compare all AWS Certified Machine Learning Engineer – Associate practice tests →

AWS Certified Machine Learning Engineer – Associate course FAQ

What is the best MLA-C02 course?

For most people, Tutorials Dojo's MLA-C02 video course: it costs $13, includes labs and is written for the current exam. Choose Maarek and Kane's course for longer, more detailed demonstrations.

Can I pass MLA-C02 with free courses?

AWS's free Exam Prep Plan gives exam-style questions, refresher content and a readiness check, but not full lessons. Add a paid course if ML or generative AI on AWS is new to you.

How long does an MLA-C02 course take?

The video courses here run 24 to 25 hours. Plan for about 80 hours of preparation in total, including labs and practice questions.

Is an MLA-C01 course still useful?

Only in part. MLA-C02 adds foundation models, Bedrock, RAG and agentic workflows, which a C01 course does not teach. Choose a course written for MLA-C02.