AWS Certified Machine Learning Engineer - Associate

Validates ability to build, deploy, operationalize, and maintain machine learning solutions and pipelines on AWS. Covers data preparation for ML, model development and training, deployment and orchestration of ML workflows, and ML solution monitoring, maintenance, and security. Emphasizes Amazon SageMaker for end-to-end ML lifecycle management including feature engineering, model training, inference deployment, and MLOps practices.