AWS - Machine Learning Engineer Associate (MLA-C01)

The AWS Certified Machine Learning Engineer - Associate (MLA-C01) validates a candidate's ability to build, operationalize, deploy, and maintain machine learning solutions and pipelines on AWS, with a strong Amazon SageMaker focus. The exam assesses knowledge across data preparation for ML, model development, deployment and orchestration of ML workflows, and monitoring, maintenance, and security of ML solutions. Candidates are tested on applying AWS services to ingest and transform data, select and train models, tune hyperparameters, deploy models with appropriate inference options, monitor for drift and bias, and secure ML systems in production.