Accumentum now offers AWS Certified Machine Learning Engineer – Associate (MLA-C01) as the primary AWS machine learning path. Machine Learning – Specialty (MLS-C01) is the older specialty exam and this page stays live for learners who still need Specialty content. The AWS Certified Machine Learning Specialty Certification Training Course offered by Accumentum provides an in-depth exploration of machine learning (ML) concepts and their application within the AWS ecosystem. Designed for data scientists, ML engineers, and developers with some ML experience, this course focuses on building, training, deploying, and optimizing ML models using AWS services like Amazon SageMaker, AWS Glue, and AWS Lambda. Participants will learn key topics such as data preparation, feature engineering, model selection, training pipelines, and hyperparameter tuning, alongside practical use cases for ML solutions. The course also covers security, compliance, and cost-optimization strategies for ML workloads, ensuring alignment with AWS best practices. Through hands-on labs and real-world scenarios, learners will gain the skills needed to design and implement scalable ML solutions and prepare for the AWS Certified Machine Learning Specialty (MLS-C01) exam. By course completion, participants will be equipped to drive business value through ML innovations and understand the technical and operational considerations for deploying ML on AWS.