Building Generative AI Services with FastAPI

A Practical Approach to Developing Context-Rich Generative AI Applications

Alireza Parandeh

Publisher: "O'Reilly Media, Inc."

Published: 2025

ISBN-13: 9781098160265

ISBN-10: 1098160266

Pages: 530

Subjects: Computers / Internet / Web Services & APIs, Computers / Software Development & Engineering / General, Computers / Internet / Web Programming, Computers / Data Science / Machine Learning, Computers / Artificial Intelligence / Generative AI

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About Building Generative AI Services with FastAPI

Ready to build production-grade applications with generative AI? This practical guide takes you through designing and deploying AI services using the FastAPI web framework. Learn how to integrate models that process text, images, audio, and video while seamlessly interacting with databases, filesystems, websites, and APIs. Whether you're a web developer, data scientist, or DevOps engineer, this book equips you with the tools to build scalable, real-time AI applications. Author Alireza Parandeh provides clear explanations and hands-on examples covering authentication, concurrency, caching, and retrieval-augmented generation (RAG) with vector databases. You'll also explore best practices for testing AI outputs, optimizing performance, and securing microservices. With containerized deployment using Docker, you'll be ready to launch AI-powered applications confidently in the cloud.Build generative AI services that interact with databases, filesystems, websites, and APIsManage concurrency i...

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