Generative AI on AWS by Chris Fregly, Antje Barth & Shelbee Eigenbrode

About the Book

Generative AI on AWS is your definitive roadmap to building, training, and deploying generative AI applications using Amazon Web Services. Written by industry veterans Chris Fregly, Antje Barth, and Shelbee Eigenbrode, this O’Reilly publication bridges the gap between AI theory and practical cloud implementation. You’ll discover how to leverage AWS services like SageMaker, Bedrock, and Lambda to create scalable AI solutions that transform how businesses operate and innovate.

From the Back Cover

Learn to harness the power of generative AI in the cloud—from model selection and fine-tuning to production deployment and monitoring. This hands-on guide empowers you to build the next generation of intelligent applications with confidence and precision.

About the Authors

Chris Fregly, Antje Barth, and Shelbee Eigenbrode are recognized AWS experts and AI practitioners with years of experience architecting large-scale machine learning systems. Their combined expertise in cloud infrastructure, data science, and enterprise AI deployment makes them the perfect guides for developers looking to master generative AI on AWS. They regularly speak at industry conferences and contribute to the AWS community through workshops, technical content, and open-source projects.

Who Is This Book For?

This book is essential for cloud engineers, software developers, data scientists, and ML engineers who want to build production-grade generative AI applications. If you’re working with AWS and looking to integrate cutting-edge AI capabilities into your applications, this guide provides the practical knowledge you need. Technical leaders and solution architects will also find valuable insights on designing scalable AI infrastructure that meets enterprise requirements.

What You’ll Learn

Discover how to implement generative AI workflows from end to end using AWS services. You’ll master techniques for model selection, prompt engineering, fine-tuning, and optimization while learning best practices for security, cost management, and performance monitoring. The book covers real-world use cases and architectural patterns that help you avoid common pitfalls and accelerate your AI development journey on the AWS cloud platform.

Frequently Asked Questions (FAQs)

Q: Do I need prior machine learning experience to read Generative AI on AWS?
Basic understanding of cloud computing and AWS services is helpful, though the book covers fundamental AI concepts. If you’re familiar with AWS infrastructure and want to add generative AI capabilities to your skillset, this guide provides a practical learning path with hands-on examples.

Q: Which AWS services does this book cover for generative AI development?
The book focuses on key AWS AI services including Amazon SageMaker for model training, AWS Bedrock for foundation models, Lambda for serverless deployment, and supporting services for data storage, security, and monitoring. You’ll learn how these services work together to create complete AI solutions.

Q: Can this book help me deploy ChatGPT-like applications on AWS?
Yes, the book covers building conversational AI and text generation applications using AWS infrastructure. You’ll learn how to work with large language models, implement prompt engineering strategies, and deploy chat interfaces that scale to production workloads.

Q: Is this book suitable for enterprise AI implementation?
Absolutely. The authors address enterprise concerns including security, compliance, cost optimization, and scalability. You’ll find architectural patterns and best practices specifically designed for organizations building production AI systems on AWS.

Q: How current is the information about AWS generative AI services?
This O’Reilly publication covers the latest AWS generative AI offerings and practices. The authors focus on core concepts and architectural patterns that remain valuable even as AWS continues to release new features and services for AI development.

Ready to transform your cloud applications with generative AI? Order your copy today and start building intelligent, scalable solutions on AWS