AWS Certified Machine Learning Engineer - Associate (2026) Practice Exams for Amazon
Prepare for your certification exam today and take a step towards certification success with our Amazon MLA-C02 practice exams. Designed for success, trusted by professionals worldwide.
Practice Exams For
AWS Certified Machine Learning Engineer - Associate
MLA-C02 Practice Exam Overview
Get a clear picture of what's included in your exam preparation, from detailed explanations and updated content to flexible practice options designed around the current certification requirements.
Exam Preparation Overview
Everything you need to know about your practice exam at a glance.
AWS Certified Machine Learning Engineer – Associate
This certification validates your ability to build, operationalize, deploy, and maintain machine learning solutions and pipelines on the AWS Cloud.
Exam Overview
Where the exam version stands
28 Sept 2026. It stays in Japanese, Korean, and Simplified Chinese until MLA-C02 is generally available.
29 Sept 2026, in English, at the beta price.
Expected in early 2027. Check AWS for the confirmed date.
What changed from MLA-C01
| Feature | MLA-C01 | MLA-C02 beta |
|---|---|---|
| Questions | 65 | 85 |
| Time limit | 130 minutes | 170 minutes |
| New content | Core ML on AWS | Adds generative AI, agentic AI, and foundation model workloads |
| Domains | Four | The same four, with updated content |
The four domains follow one ML lifecycle
Data Preparation for ML
Ingest, store, and transform data, engineer features, and keep data quality high.
ML Model Development
Choose an approach, then train, tune, and evaluate models.
Monitoring, Maintenance, and Security
Watch model and infrastructure health, control access, and manage cost.
Deployment and Orchestration
Pick deployment infrastructure and automate workflows with CI/CD.
Weights shown come from the MLA-C01 exam guide. Check AWS's MLA-C02 guide for any updates.
Certification Benefits
Shows end-to-end ML engineeringFrom data preparation through deployment, monitoring, and security on AWS.
Covers today's AI workloadsMLA-C02 adds generative AI, agentic AI, and foundation model topics.
Fits many technical rolesBackend developers, DevOps engineers, data engineers, MLOps engineers, and data scientists.
Stays valid for three yearsAWS Associate certifications are valid for three years.
Recommended Study Resources
Begin with the official AWS certification page for the current exam guide and registration. Then split your time between reading and building.
Read and learn
- AWS exam guide: domains, tasks, and in-scope services.
- AWS Skill Builder: AWS's own training.
- Amazon SageMaker documentation: the core service for the exam.
- Service overviews for data, deployment, and monitoring tools.
Build and practise
- Build an end-to-end pipeline in SageMaker, from data to endpoint.
- Try generative AI with Amazon Bedrock, which is new in MLA-C02.
- Set up monitoring and a simple CI/CD workflow.
- Take timed practice exams for 85 questions in 170 minutes.
Exam Preparation Tips
Think of your preparation as a few settings to tune. These are our suggested levels, not AWS rules.
- Answer every question. Unanswered questions are scored as incorrect.
- Look for the deciding constraint, such as cost, speed, or least operational effort.
- Treat every question as scored, because unscored ones are not marked.
- Spend extra time on Data Preparation, the largest domain in the MLA-C01 guide.
Career Growth and Progression
Common Preparation Mistakes
Memorising practice answers
Fix: understand why each option is right or wrong, so new wording does not trip you.
Only reading, never building
Fix: train, deploy, and monitor a model yourself in SageMaker.
Studying only your favourite domain
Fix: give time to all four, including monitoring and security.
Using outdated MLA-C01 material
Fix: add generative AI, agentic AI, and foundation model topics for MLA-C02.
Never timing yourself
Fix: practise full-length sets with the real time limit.
MLA-C02 in short
How many questions are on the MLA-C02 beta, and how long is it?
85 questions in 170 minutes.
What is new in MLA-C02 compared with MLA-C01?
MLA-C02 adds generative AI, agentic AI, and foundation model workloads. It keeps the same four domains.
What are the four exam domains?
Data Preparation for ML, ML Model Development, Deployment and Orchestration of ML Workflows, and ML Solution Monitoring, Maintenance, and Security.
Is MLA-C01 still available?
The last English sitting was 28 September 2026. It stays available in Japanese, Korean, and Simplified Chinese until MLA-C02 is generally available.
What experience is recommended?
At least 1 year of hands-on experience in ML engineering on AWS, such as with Amazon SageMaker. There is no formal prerequisite.
Suggested Study Plan for the MLA-C02 Exam
A clear routine makes your study time count. Use this plan to prepare for the Amazon AWS Certified Machine Learning Engineer - Associate exam:
- Read the official Amazon exam guide for MLA-C02 and note the topic weights
- Take a free MLA-C02 practice test without notes to find your starting score
- Read every answer explanation, even for questions you got right
- Go back to the domains where you scored lowest, then test those topics again
- Take full-length, timed tests until your scores are steady before you book the exam
Includes all practice questions, PDF + online test engine and 90 days of free updates
Is the MLA-C02 Exam Right for You?
The Amazon AWS Certified Machine Learning Engineer - Associate exam is taken by candidates at different stages of their careers. This preparation is a good fit if you:
- Are preparing for MLA-C02 for the first time and want to know what to expect
- Already work in this field and want a credential that proves your skills
- Need MLA-C02 for a new job, a promotion or an employer requirement
- Have taken the exam before and want to focus on the topics you missed
- Have finished studying and want to check your readiness before booking
Practice for MLA-C02 Anywhere, Anytime
Use the online test engine on your phone, tablet or computer, or download the PDF to study offline.
Access on Any Device
Open your practice tests from any browser, with nothing to install.
Unlimited Practice Attempts
Retake tests as often as you need to build confidence.
Progress Saved Automatically
Pick up where you left off on any of your devices.
MLA-C02 Exam Preparation FAQs
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Our MLA-C02 questions are built around the current Amazon AWS Certified Machine Learning Engineer - Associate exam objectives. They follow the same topics, question formats and difficulty level you can expect in the real exam, so nothing on exam day feels unfamiliar.
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You get two formats: a downloadable PDF for offline study and access to our online test engine for exam-style practice.
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The PDF is your offline study guide. Download it and review the questions and explanations anytime, even without internet. The online test engine is on our website and works like the real exam: it has timed mock exams, instant scoring and results, so you can practice under exam conditions and track your progress.
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Yes. Take a free practice test to see the question style, the explanations and the test engine before you get full access.
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We update the questions whenever Amazon changes the exam objectives. Every purchase includes 90 days of free updates to both the PDF and the test engine, and the latest update date is shown in the Exam Overview on this page.
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Yes. The online test engine lets you take full-length mock exams with a timer, or practice in untimed study mode. You get your score as soon as you finish.
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Yes. The online test engine works in any browser on a phone, tablet or computer. The PDF can be downloaded to any device for offline reading.
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You get 100% of your money back. If you don’t pass the MLA-C02 exam, contact our support team and we refund your purchase in full right away.
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Our support team is available 24/7. Contact us through the support page on our site or email support@certs4all.com, and we'll help with anything before, during or after your purchase.