Vector Databases for Developers: Hands-On Implementation of Embedding-Based Search Engines and LLM Retrieval with Python and FastAPI

Author:   Kenneth W Moe
Publisher:   Independently Published
ISBN:  

9798294333560


Pages:   150
Publication Date:   26 July 2025
Format:   Paperback
Availability:   Available To Order   Availability explained
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Vector Databases for Developers: Hands-On Implementation of Embedding-Based Search Engines and LLM Retrieval with Python and FastAPI


Overview

Unlock the Power of Vectors in AI Applications Discover how modern developers are building intelligent search and retrieval systems with embeddings, vector databases, and Python-powered APIs. Vector databases are at the heart of AI-native applications from semantic search to RAG-powered LLM systems. This hands-on guide empowers developers to build real-world, production-ready vector search engines using Python, FastAPI, and open-source tools. Inside, you'll learn how to generate embeddings, store them efficiently, and build scalable retrieval systems using top-tier vector databases like FAISS, Qdrant, Milvus, and Pinecone. Through structured chapters and practical code examples, the book walks you through indexing strategies, similarity search, LLM integration, and full-stack deployment all from a developer's perspective. Whether you're developing custom search engines, recommendation systems, or AI chatbots, this book offers the practical foundation and tools you need to confidently implement vector-based solutions in your software projects. Key Features: Step-by-step tutorials on FAISS, Qdrant, Weaviate, Milvus, and Pinecone Build and deploy LLM-integrated search pipelines using FastAPI Master embedding generation with Hugging Face and OpenAI Design scalable architectures for production-ready retrieval systems Hands-on examples with code that's ready to adapt and extend Start developing the next generation of AI-powered applications. Grab your copy of ""Vector Databases for Developers"" today!

Full Product Details

Author:   Kenneth W Moe
Publisher:   Independently Published
Imprint:   Independently Published
Dimensions:   Width: 17.80cm , Height: 0.80cm , Length: 25.40cm
Weight:   0.272kg
ISBN:  

9798294333560


Pages:   150
Publication Date:   26 July 2025
Audience:   General/trade ,  General
Format:   Paperback
Publisher's Status:   Active
Availability:   Available To Order   Availability explained
We have confirmation that this item is in stock with the supplier. It will be ordered in for you and dispatched immediately.

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