A more advanced, professional-level exam for developers with about two years of cloud experience.

Basics of ML and Generative AI, services like Amazon SageMaker, responsible AI practices, and core AWS infrastructure.

Retrieval Augmented Generation (RAG), vector databases, prompt engineering , foundation model (FM) integration, and agentic AI systems. 3. AWS Certified Cloud Practitioner (CLF-C01)