Building Generative AI Services with FastAPI by Ali Parandeh (.ePUB)

File Size: 23.0 MB

Building Generative AI Services with FastAPI: A Practical Approach to Developing Context Rich Generative AI Applications (2024-12-04: 5th Early Release) by Ali Parandeh
Requirements: .ePUB reader, 23.0 MB
Overview: Ready to build applications using Generative AI? This practical book outlines the process necessary to design and build production grade AI services with a FastAPI web server that communicate seamlessly with databases, payment systems, and external APIs. You’ll learn how to develop autonomous generative AI agents that stream outputs in real-time and interact with other models. Web developers, data scientists, and DevOps engineers will learn to implement end-to-end production-ready services that leverage Generative AI. You’ll learn design patterns to manage software complexity, implement FastAPI lifespan for AI model integration, handle long-running generative tasks, perform content filtering, cache outputs, implement retrieval augmented generation (RAG) with a vector database, implement usage/cost monitoring and tracking, protect services with your own authentication and authorization mechanisms, and effectively control stream outputs directly from GenAI models.
Genre: Non-Fiction > Tech & Devices

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