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

Depending on the full prefix (e.g., AIF, AIP, or CLF), the specific topic of the file could be one of the following: 1. AWS Certified AI Practitioner (AIF-C01)

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

Broad understanding of the AWS Cloud platform, basic security, compliance , and billing.

2. AWS Certified Generative AI Developer – Professional (AIP-C01)

This is a foundational certification that validates knowledge of Artificial Intelligence (AI), Machine Learning (ML), and Generative AI.

The official practice exam contains 65 questions to be completed in 90 minutes .

Building production-ready AI solutions using Amazon Bedrock and SageMaker.