Overview of the AWS Certified Machine Learning Engineer - Associate MLA-C01 Exam
The AWS Certified Machine Learning Engineer-Associate validates proficiency in operationalizing machine learning workloads for data engineers and ML practitioners. Candidates must demonstrate expertise in building, deploying, and maintaining scalable pipelines using Amazon SageMaker, including Data Wrangler, Feature Store, and Model Monitor. The exam assesses competency in orchestrating workflows via AWS Step Functions, AWS Glue, and Amazon Managed Workflows for Apache Airflow. Proficiency in data governance, security best practices, and cost optimization across Amazon S3, Amazon Redshift, and AWS Lake Formation is required. Furthermore, technical tasks include containerizing model artifacts with Amazon ECR and managing inference endpoints for real-time and batch processing.