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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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What does Aperol Spritz have to do with MongoDB??

Let's find the closest Aperol spritz to you with MongoDB geospatial queries and Atlas Vector Search....
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Dec 12, 2024 | 1 min
Video

Insights on Vector Search and Quantization for Developers and AI Enthusiasts

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Dec 02, 2024 | 10 min
Tutorial

How to Implement Working Memory in AI Agents and Agentic Systems for Real-time AI Applications

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Nov 18, 2024 | 13 min read
Vector Search Articles
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Article

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 Implement Working Memory in AI Agents and Agentic Systems for Real-time AI Applications

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Nov 18, 2024 | 13 min read
Tutorial

Using Golang for AI

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Nov 07, 2024 | 19 min read
Tutorial

Simplify Semantic Search With LangChain and MongoDB

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Oct 28, 2024 | 4 min read
Vector Search Videos
All Vector Search Videos
Video

What does Aperol Spritz have to do with MongoDB??

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Play Button

Dec 12, 2024 | 1 min
Video

Insights on Vector Search and Quantization for Developers and AI Enthusiasts

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Dec 02, 2024 | 10 min
Video

Trader Joe's Fall Faves Party Planner with Playwright, LlamaIndex, and MongoDB Atlas Vector Search

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Nov 12, 2024 | 44 min
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Quickstart

Building RAG Pipelines With Haystack and MongoDB Atlas

Explore the integration of Haystack with MongoDB Atlas to build robust retrieval-augmented generation (RAG) pipelines.
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Sep 18, 2024
Pavel Duchovny
Quickstart

Quickstart Guide to RAG Application Using LangChain and LlamaIndex

In this tutorial, explore the capabilities of LangChain, LlamaIndex, and PyMongo with step-by-step instructions to use their methods for effective searching.
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Sep 18, 2024
Kushagra Kesav
Tutorial

Building AI Graphs With Rivet and MongoDB Atlas Vector Search to Power AI Applications

Join us for the convergence of database technology and AI. This guide dives into the integration of Rivet AI's graph builder with MongoDB Atlas.
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Sep 18, 2024
Cai GoGwilt (+2)
Tutorial

Add Memory to Your JavaScript RAG Application Using MongoDB and LangChain

Unlock the potential of your JavaScript RAG app with MongoDB and LangChain. Enhance AI systems with memory, improving response relevance.
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Sep 18, 2024
Jesse Hall
Tutorial

Build Smart Applications With Atlas Vector Search and Google Vertex AI

Leverage Atlas Vector Search to perform semantic search, Google Vertex AI for AI capabilities, and LangChain for integration to build smart applications.
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Sep 18, 2024
Venkatesh Shanbhag (+1)
Tutorial

Leveraging MongoDB Atlas Vector Search With LangChain

Discover the integration of MongoDB Atlas Vector Search with LangChain, in Python. Learn how semantic search and embeddings revolutionize data retrieval.
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Sep 18, 2024
Arek Borucki
Tutorial

Interactive RAG With MongoDB Atlas + Function Calling API

Learn how dynamic retrieval strategies, enhanced LLM performance, and real-time data integration can revolutionize your digital investigations.
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Sep 18, 2024
Fabian Valle
Tutorial

Boosting AI: Build Your Chatbot Over Your Data With MongoDB Atlas Vector Search and LangChain Templates Using the RAG Pattern

Learn how to enhance your AI chatbot's accuracy with MongoDB Atlas Vector Search and LangChain Templates using the RAG pattern in our guide.
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Sep 18, 2024
Arek Borucki
Tutorial

Leveraging OpenAI and MongoDB Atlas for Improved Search Functionality

This article delves into the integration of search functionality in web apps using OpenAI's GPT-4 model and MongoDB's Atlas Vector search.
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Sep 18, 2024
Pavel Duchovny
Tutorial

Build a JavaScript AI Agent With LangGraph.js and MongoDB

Learn how to build a powerful AI agent using LangGraph.js and MongoDB. This step-by-step guide will show you how to create AI-driven applications capable of remembering conversations, accessing databases, and delivering smart responses. Perfect for JavaScript developers looking to integrate AI into their web apps.
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Sep 18, 2024
Jesse Hall