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AWS · MLA-C02 · BETA · FREE COURSE

MLA-C02 · AWS Certified Machine Learning Engineer – Associate

23 video lessons and 175 original practice questions. Follow the course, then put each idea into practice.

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Course chapters

23 lessons
  1. 1Data sources, formats, and storage4:39 · Lesson video
  2. 2Streaming ingestion and merging sources11:38 · Full-course chapter
  3. 3Transformations, features, and Feature Store17:54 · Full-course chapter
  4. 4Embeddings, vector stores, and RAG documents24:50 · Full-course chapter
  5. 5Data quality, labeling, cleaning, and masking32:11 · Full-course chapter
  6. 6Bias, class imbalance, and data for FM customization38:59 · Full-course chapter
  7. 7Choosing a modeling approach54:51 · Full-course chapter
  8. 8Foundation models, customization, and RAG patterns1:01:55 · Full-course chapter
  9. 9Training jobs and hyperparameter tuning1:08:38 · Full-course chapter
  10. 10Overfitting, ensembles, and model explanations1:15:17 · Full-course chapter
  11. 11Evaluating ML and generative AI systems1:21:40 · Full-course chapter
  12. 12Inference options and endpoints1:39:11 · Full-course chapter
  13. 13Hosting foundation models and imported models1:46:21 · Full-course chapter
  14. 14Knowledge bases and retrieval pipelines1:53:40 · Full-course chapter
  15. 15Agents in production2:00:18 · Full-course chapter
  16. 16Infrastructure, containers, and VPC endpoints2:07:06 · Full-course chapter
  17. 17Training jobs, pipelines, and retraining2:14:24 · Full-course chapter
  18. 18CI/CD, deployment strategies, and testing2:21:07 · Full-course chapter
  19. 19Monitoring models and drift2:38:07 · Full-course chapter
  20. 20Observability, dashboards, and agents2:44:22 · Full-course chapter
  21. 21Cost and capacity2:50:01 · Full-course chapter
  22. 22Access, networks, and secure pipelines2:57:38 · Full-course chapter
  23. 23Auditing, safeguards, and AI risks3:04:38 · Full-course chapter

Practice by domain

Data Preparation12 video practice questions →Model Development15 video practice questions →Deployment14 video practice questions →Operations and Security15 video practice questions →

Practise the reasoning.

Choose immediate explanations, or complete a mock exam with feedback at the end. The mock questions are also available in everyday practice.

Try 5 questions →Mock exam →

The optional 60-minute timer is a practice setting, not the official exam duration.