Certified Machine Learning Engineer – Associate (MLA-C02)

Learn to build, deploy and operate ML and AI solutions on AWS and prepare for the AWS Certified Machine Learning Engineer – Associate exam (MLA-C02, generally available from January 2027).

What you'll learn

• Collect, transform and validate data for ML
• Develop and fine-tune ML and foundation models
• Deploy and orchestrate ML workflows
• Monitor, optimize and secure ML solutions

Course outline

1. Data Preparation for ML and AI (28%)
   • Collect and store data
   • Transform and engineer features
   • Data quality and bias
2. ML Model and Foundation Model Development (24%)
   • Choose modeling approaches
   • Train, fine-tune and evaluate
3. Deployment and Orchestration (24%)
   • Deployment infrastructure
   • Orchestration and CI/CD
4. Operating, Monitoring and Securing (24%)
   • Monitoring and optimization
   • Security