AWS Machine Learning Specialty Exam Prep

About this course

If you're ready to move beyond foundational AWS knowledge and specialize in machine learning, this course gives you a genuinely thorough, structured path to passing the AWS Certified Machine Learning Specialty exam — one of AWS's more technically demanding, specialty-level certifications.

Across 6 comprehensive practice tests and 600 carefully explained questions, you'll build a genuinely complete, exam-ready understanding of ML on AWS — mapped directly onto the real exam's own four official domains.

You'll start with data engineering: building reliable ML pipelines using S3, Kinesis, AWS Glue, and SageMaker Ground Truth, along with the security and governance practices that keep that data trustworthy. From there, you'll master exploratory data analysis — handling missing values, engineering features, and applying dimensionality reduction techniques like PCA to prepare data for genuinely accurate modeling.

The course then dives into modeling itself: framing an ML problem correctly, selecting and training the right SageMaker algorithm, and evaluating results using precision, recall, and the metrics that actually matter for your specific use case. You'll go further with advanced techniques — ensemble methods, deep learning architectures, and evidence-based hyperparameter tuning strategies like Bayesian optimization.

Finally, you'll learn how to actually deploy, monitor, and operate a production ML system — real-time endpoints, Batch Transform, data drift detection, and MLOps automation. The course closes with a full domain of mixed, cross-domain scenario questions mirroring the actual exam's own style.

Every question comes with a detailed explanation, so you're learning as you go. Whether you're a data scientist, ML engineer, or developer specializing in AWS-based machine learning, this course gives you the comprehensive, evidence-based foundation to genuinely pass the exam and build real, production-ready ML systems.

Prices, discounts and availability are set by Udemy. We may earn a commission when you purchase through links on this site.