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Vector Search

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Leverage vector embeddings alongside operational data to build scalable semantic search experiences integrated within MongoDB Atlas.
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Navigating the Challenges of Building Centralized gen AI Tooling

The line between “super doable” and “super hard” isn’t always obvious when bringing AI to production. In the latest episode of our new People Who Ship series, Apoorva Joshi sits down with MongoDB’s John Ziegler to explore how his team built internal generative AI tools like Central RAG and MongoGPT and how they navigated challenges like permission-aware data, integrating diverse sources (think Google Drive and Zendesk!), and making it all work using MongoDB Atlas....
MongoDBVector Search

Jun 30, 2025
Video

How to Build an App with Semantic Search: Django, MongoDB Atlas & Voyage AI Tutorial

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Jun 23, 2025 | 18 min
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Build Agentic Workflows with Mastra - The TypeScript Agent Framework

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May 27, 2025 | 62 min
Vector Search Articles
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Using SuperDuperDB to Accelerate AI Development on MongoDB Atlas Vector Search

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Sep 18, 2024 | 6 min read
Article

Discover Latent Semantic Structure With Vector Clustering

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Oct 11, 2024 | 10 min read
Article

AI Shop: The Power of LangChain, OpenAI, and MongoDB Atlas Working Together

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Sep 18, 2024 | 7 min read
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Vector Search Tutorials
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Tutorial

How to Deploy Vector Search, Atlas Search, and Search Nodes With the Atlas Kubernetes Operator

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Mar 14, 2025 | 10 min read
Tutorial

How to Seamlessly Use MongoDB Atlas and IBM watsonx.ai LLMs in Your GenAI Applications

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Mar 12, 2025 | 9 min read
Tutorial

DeepSeek and the Future of LLMs: Why MongoDB’s LLM-agnostic Approach Matters

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Feb 01, 2025 | 10 min read
Vector Search Videos
All Vector Search Videos
Video

Navigating the Challenges of Building Centralized gen AI Tooling

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Jun 30, 2025
Video

How to Build an App with Semantic Search: Django, MongoDB Atlas & Voyage AI Tutorial

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Play Button

Jun 23, 2025 | 18 min
Video

Build Agentic Workflows with Mastra - The TypeScript Agent Framework

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May 27, 2025 | 62 min
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Tutorial

Unlocking Semantic Search: Building a Java-Powered Movie Search Engine with Atlas Vector Search and Spring Boot

In this tutorial, we delve into how we can build a Spring Boot application to perform a semantic search on a collection of movies by their plot descriptions.
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Sep 18, 2024
Tim Kelly
Video

AI Development with HuggingFace & MongoDB

Register for Atlas Vector Search - https://mdb.link/BHm7WyOht6g-register Hugging Face - https://huggingface.co/MongoDB - We’ve partnered with Andrew Ng and DeepLearning AI to help you unlock the power of building efficient RAG applications through their new course, for FREE! Start learning now https://trymongodb.com/4dtxosd Chatbots, RAG, recommendation engines and semantic search on multimodel media is a significant portion of AI engineers day to day challenges. Come and learn how our demos on HuggingFace bring you step by step closer to a scalable working application as Pavel Duchovny joins Shane McAllister to explore this exciting space and discuss the possibilities.
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Mar 25, 2024