Weaviate for Vector Search Systems (eBook, ePUB)
The Complete Guide for Developers and Engineers
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"Weaviate for Vector Search Systems" "Weaviate for Vector Search Systems" is an authoritative guide for architects, developers, and data scientists seeking to harness the state-of-the-art in vector search technology. The book begins with a rigorous exploration of the fundamental principles underpinning vector-based information retrieval, unraveling the mathematics of vector spaces, embedding models, and similarity metrics that enable machines to understand and find meaning beyond simple keyword matching. Readers are brought quickly from theoretical foundations to concrete industry applications...
"Weaviate for Vector Search Systems" "Weaviate for Vector Search Systems" is an authoritative guide for architects, developers, and data scientists seeking to harness the state-of-the-art in vector search technology. The book begins with a rigorous exploration of the fundamental principles underpinning vector-based information retrieval, unraveling the mathematics of vector spaces, embedding models, and similarity metrics that enable machines to understand and find meaning beyond simple keyword matching. Readers are brought quickly from theoretical foundations to concrete industry applications, contextualizing vector search within the landscape of AI-powered search engines, recommendation systems, and multimodal data exploration. The journey continues through a deep dive into the Weaviate platform itself, systematically dissecting its distributed architecture, schema modeling, persistent storage, and advanced indexing algorithms such as HNSW. Practical chapters illuminate best practices for generating and integrating high-quality embeddings, orchestrating data pipelines for both real-time and batch processing, and optimizing search performance across large, complex datasets. Security, data governance, API design, and extensibility are given close attention, providing a holistic understanding suitable for enterprise-scale deployments and mission-critical use cases. Beyond implementation details, the book stands out by addressing real-world challenges and emerging frontiers. Rich case studies showcase Weaviate's adaptability across verticals including healthcare, finance, and knowledge management. Advanced topics such as hybrid search, explainable AI, federated search, compliance, and the evolving open source community are tackled with clarity and expertise. Whether you are modernizing a global search infrastructure or researching next-generation semantic retrieval, "Weaviate for Vector Search Systems" is an indispensable resource illuminating both current capabilities and the future trajectory of vector search.
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