If you are prepping for the AWS Certified AI Practitioner   https://aws.amazon.com/certification/certified-ai-practitioner/ ,  these notes should be enough to get the fundamentals for the exam. Domain 8: Essentials of Prompt Engineering Understand Prompts : By interacting with a model through a series of questions, statements, or instructions, you can adjust model output behavior based on the specific context of the output that you want to achieve. Using effective prompt stra

If you are prepping for the AWS Certified AI Practitioner   https://aws.amazon.com/certification/certified-ai-practitioner/ ,  these notes should be enough to get the fundamentals for the exam. Domain 7: Security, Compliance, and Governance for AI Solutions Amazon Web Services (AWS) provides a comprehensive set of tools, services, and partner solutions to build and secure artificial intelligence (AI) systems. These resources help achieve compliance objectives, such as protect

If you are prepping for the AWS Certified AI Practitioner   https://aws.amazon.com/certification/certified-ai-practitioner/ ,  these notes should be enough to get the fundamentals for the exam. Domain 6: Optimizing Foundation Models Explore two techniques to improve the performance of a foundation model (FM): Retrieval Augmented Generation (RAG) - Provide specific knowledge dataset for the tuning of the model. Fine-Tuning - Although foundation models are highly versatile, t

If you are prepping for the AWS Certified AI Practitioner   https://aws.amazon.com/certification/certified-ai-practitioner/ ,  these notes should be enough to get the fundamentals for the exam. Domain 4: Developing Machine Learning Solutions Machine learning (ML) lifecycle refers to the end-to-end process of developing, deploying, and maintaining machine learning models. With SageMaker Jumpstart , you can deploy, fine-tune, and evaluate pre-trained models from the most popula

If you are prepping for the AWS Certified AI Practitioner   https://aws.amazon.com/certification/certified-ai-practitioner/ ,  these notes should be enough to get the fundamentals for the exam. Domain 3: Responsible Artificial Intelligence Practices As you develop your AI system, whether it is a traditional or generative AI application, it is important to incorporate responsible AI. Responsible AI Responsible AI is the standard of upholding responsible practices and mitigatin