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    Vector Database Market Trends 2026
    Featured

    Comprehensive overview of vector database evolution in 2026, including the shift to vectors as data types, PostgreSQL dominance, 400% adoption surge, and $10.6B projected market by 2032.

    Building Applications with Vector Databases
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    DeepLearning.AI course teaching six practical vector database applications using Pinecone, including RAG for LLMs, recommender systems, and hybrid search combining images and text.

    MongoDB Vector Search
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    MongoDB Vector Search turns MongoDB into a full-featured vector database, enabling approximate and exact nearest neighbor search over vector embeddings stored alongside operational data. It supports semantic similarity search, retrieval-augmented generation (RAG) for AI applications, and lets you combine vector search with full‑text search and structured filters in the same query. Available on supported MongoDB Atlas clusters, it integrates with popular AI frameworks and services for building intelligent, agentic systems.

    Vector DB Feature Matrix
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    A collaboratively maintained Google Sheets matrix comparing features, capabilities, and characteristics of many vector databases and approximate nearest neighbor libraries, useful for selecting solutions for AI and similarity search applications.

    Survey of Vector Database Management Systems
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    A comprehensive 2023 survey that systematically analyzes the design, architecture, indexing techniques, and system implementations of modern vector database management systems, serving as a foundational reference for understanding the vector database ecosystem used in AI applications.

    GraphAcademy Knowledge Graph and GraphRAG Course

    Free online courses from Neo4j GraphAcademy teaching how to build RAG systems on knowledge graphs. Covers fundamentals of combining graph databases with vector search for more accurate and explainable AI applications.

    Vector Database Fundamentals (Coursera)

    IBM's comprehensive specialization providing job-ready vector database skills in one month, covering foundational knowledge for LLM-powered AI similarity searches, available for free enrollment.

    LangChain & Vector Databases in Production

    Free comprehensive course from Activeloop with 60+ lessons and 10+ practical projects, teaching production-ready LLM applications with vector databases, trusted by 10,000+ engineers.

    Typesense Cloud

    Fully managed cloud service for the open-source Typesense search engine, including support for vector search and hybrid search use cases.

    Image Retrieval in the Wild

    A CVPR 2020 tutorial on large-scale image retrieval in unconstrained environments, including methods and system considerations for vector-based image search relevant to vector database and ANN applications.

    Introduction to Information Retrieval

    Foundational IR textbook that includes content on vector‑space models and retrieval, providing essential background for understanding vector search and hybrid retrieval in modern vector databases.

    Neural Search in Action

    A CVPR 2023 tutorial that demonstrates neural search systems in practice, including vector representations, similarity search, and scalable retrieval architectures closely related to vector databases.

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    All product names, logos, and brands are the property of their respective owners. All company, product, and service names used in this repository, related repositories, and associated websites are for identification purposes only. The use of these names, logos, and brands does not imply endorsement, affiliation, or sponsorship. This directory may include content generated by artificial intelligence.
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