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Vector Search

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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Video

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....
AIMongoDBVector Search
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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AtlasVector SearchPython
Sep 18, 2024 | 6 min read
Article

Discover Latent Semantic Structure With Vector Clustering

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AIAtlasVector SearchPython
Oct 11, 2024 | 10 min read
Article

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

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Node.jsAIVector SearchJavaScriptAtlas
Sep 18, 2024 | 7 min read
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Vector Search Tutorials
All Vector Search Tutorials
Tutorial

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

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AIPandasAtlasVector SearchPython
Nov 18, 2024 | 13 min read
Tutorial

Using Golang for AI

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AWSAIAtlasVector SearchGo
Nov 07, 2024 | 19 min read
Tutorial

Simplify Semantic Search With LangChain and MongoDB

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

What does Aperol Spritz have to do with MongoDB??

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Play Button
AIMongoDBVector Search
Dec 12, 2024 | 1 min
Video

Insights on Vector Search and Quantization for Developers and AI Enthusiasts

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Play Button
AIMongoDBVector Search
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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AtlasVector Search
Nov 12, 2024 | 44 min
All Vector Search Videos
All Vector Search Content
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Tutorial

How to Do Semantic Search in MongoDB Using Atlas Vector Search

Learn how to get started with Vector Search on MongoDB while leveraging the OpenAI.
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AtlasVector SearchJavaScriptNode.jsServerless
Sep 18, 2024
Benjamin Flast
Tutorial

Build an Image Search Engine With Python & MongoDB

Build a search engine for photographs with MongoDB Atlas Vector Search and a multi-modal embedding model.
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AtlasVector SearchPythonJupyter
Sep 18, 2024
Mark Smith
Article

Using SuperDuperDB to Accelerate AI Development on MongoDB Atlas Vector Search

Discover how you can use SuperDuperDB to describe complex AI pipelines built on MongoDB Atlas Vector Search and state of the art LLMs.
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AtlasVector SearchPython
Sep 18, 2024
Duncan Blythe
Tutorial

Beyond Basics: Enhancing Kotlin Ktor API With Vector Search

Learn how to integrate Vector Search into your Kotlin with Ktor application using MongoDB.
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AtlasVector SearchKotlinAI
Sep 18, 2024
Ricardo Mello
Tutorial

RAG with Atlas Vector Search, LangChain, and OpenAI

Learn about Vector Search with MongoDB, LLMs, and OpenAI with the Python programming language.
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AtlasVector SearchPythonAI
Sep 18, 2024
Harshad Dhavale
Tutorial

Part #2: Create Your Model Endpoint With Amazon SageMaker, AWS Lambda, and AWS API Gateway

In this series, we look at how to use Amazon SageMaker and MongoDB Atlas Vector Search to semantically search your data.
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AtlasVector SearchPythonAIAWSServerless
Sep 18, 2024
Dominic Frei
Tutorial

Part #3: Semantically Search Your Data With MongoDB Atlas Vector Search

In this series, we look at how to use Amazon SageMaker and MongoDB Atlas Vector Search to semantically search your data.
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AtlasVector SearchPythonAIAWSServerless
Sep 18, 2024
Dominic Frei
Tutorial

Part #1: Build Your Own Vector Search with MongoDB Atlas and Amazon SageMaker

In this series, we look at how to use Amazon SageMaker and MongoDB Atlas Vector Search to semantically search your data.
Amazon SageMaker Logo
AtlasVector SearchPythonAIServerlessAWS
Sep 18, 2024
Dominic Frei
Tutorial

​​Reinventing Multi-modal Search With MongoDB and Anyscale

In this comprehensive guide, we explore a solution to modernize legacy search systems using Anyscale and MongoDB. The guide covers building a scalable multi-modal data indexing pipeline, implementing a hybrid search backend, and creating a user-friendly interface. The solution leverages MongoDB Atlas Vector Search and Anyscale’s AI compute platform to enhance search capabilities across text and image data.
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AtlasVector SearchPythonAIFastApi
Sep 18, 2024
KK
MS
Kamil Kaczmarek (+1)
Article

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

Explore the synergy of MongoDB Atlas, LangChain, and OpenAI GPT-4 in our cutting-edge AI Shop application.
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AtlasVector SearchJavaScriptNode.jsAI
Sep 18, 2024
Pavel Duchovny