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Vector Databases for Developers

Hands-On Implementation of Embedding-Based Search Engines and LLM Retrieval with Python and FastAPI

Language EnglishEnglish
Book Paperback
Book Vector Databases for Developers Kenneth W. Moe
Libristo code: 50697450
Publishers Independently published, July 2025
Unlock the Power of Vectors in AI ApplicationsDiscover how modern developers are building intelligen... Full description
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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!

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About the book

Full name Vector Databases for Developers
Language English
Binding Book - Paperback
Date of issue 2025
Number of pages 150
EAN 9798294333560
Libristo code 50697450
Weight 274
Dimensions 178 x 254 x 8
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