AWS CERTIFIED COURSES

AWS Certified Machine Learning Engineer – Associate (MLA-C01)

Course Information

Gain the skills to prepare data, build and deploy models, and manage machine learning solutions in production with this AWS Certified Machine Learning Engineer course.


Through this course, you will develop the skills needed to build, deploy, and manage machine learning solutions on AWS. You’ll have an understanding of the full ML lifecycle from data preparation to model deployment and monitoring, helping you create scalable, reliable solutions that deliver real business value.

This course explores Amazon SageMaker workflows alongside essential data engineering and MLOps practices, including CI/CD for ML, monitoring and drift detection, and securing ML systems. You will connect each technique to business value and reliability so that models deliver measurable impact.
 
With the guidance of our Aspire 2Be expert trainers, you will develop the skills needed to use AWS services to create scalable and efficient ML solutions. You will be equipped with the skills to manage and optimise ML models, and feel confident in using these solutions for your daily role.
Module 1: Data preparation
• Ingestion, transformation and feature engineering
• Ensuring data integrity
• Storage options and cost
 
Module 2: Model development
• Selecting approaches and tuning
• Training and evaluation in SageMaker
• Versioning and experiment tracking
 
Module 3: Deployment and orchestration
• Endpoints, autoscaling and batch inference
• Pipelines and CI/CD for ML
• Cost and performance optimisation
 
Module 4: Monitoring and security
• Model, data and infrastructure monitoring
• Access controls and compliance
• Exam tips and resources

The AWS Certified Machine Learning Engineer – Associate exam is proctored online. You have 130 minutes to answer 65 multiple‑choice or multiple‑response questions spanning data preparation, model development, deployment/orchestration, and monitoring/security.

Why Learn With Us?

Accredited certifications

Practical, workplace-relevant learning

Full or part funding available

Flexible delivery options

Frequently Asked Questions

Yes. Passing the MLA‑C01 exam awards the AWS Certified Machine Learning Engineer – Associate credential.

You can contact us directly via the contact page, or fill out the form here.

We are able to offer full and part-funded opportunities, subject to eligibility. We can also offer discounts for group bookings. Contact us for further information.

Engineers IT professionals and data professionals who build and operate ML solutions on AWS.

Upon completion of your course, we will issue you with a certificate of achievement to demonstrate that you have successfully completed the training. We also have many pathways available if you’d like to progress further in your digital skills journey!

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