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Vector Search

Tutorials

Leverage vector embeddings alongside operational data to build scalable semantic search experiences integrated within MongoDB Atlas.
All 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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AtlasVector SearchPythonAIPandas
Nov 18, 2024
Tutorial

Using Golang for AI

This article explains in full detail the implementation of the backend for the celebrity matching application from scratch written in Go. ✅ Sign-up for a free cluster at → https://mdb.link/free-biaEuu57mbs ✅ Get help on our Community Forums → https://mdb.link/community-biaEuu57mbs
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AtlasVector SearchGoAWSAI
Nov 07, 2024
Tutorial

Simplify Semantic Search With LangChain and MongoDB

Dive into semantic search with our tutorial on integrating LangChain and MongoDB. Simplify loading, transforming, embedding, and storing data.
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PythonAtlasVector SearchAI
Oct 28, 2024
Tutorial

Supercharge Your AI Applications: AWS Bedrock, MongoDB, and TypeScript

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AtlasVector SearchTypeScriptAIAWSNode.js
Oct 10, 2024
Tutorial

How to Use Cohere's Quantized Vectors to Build Cost-effective AI Apps With MongoDB

Learn how to build cost-effective AI apps using Cohere's quantized vectors and MongoDB Atlas. This tutorial covers vector quantization techniques, efficient embedding storage, and optimized vector search operations. Discover how to leverage BSON encoding and int8 quantization to significantly reduce storage requirements while maintaining search accuracy. Ideal for developers looking to scale their AI applications and optimize performance in production environments.
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AtlasVector SearchPythonAI
Oct 03, 2024
Tutorial

How to Implement Databricks Workflows and Atlas Vector Search for Enhanced Ecommerce Search Accuracy

Learn how to implement Databricks Workflows and Atlas Vector Search for your Ecommerce accuracy.
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AtlasVector SearchPythonNode.js
Sep 18, 2024
Tutorial

Learn to Build AI-Enhanced Retail Search Solutions with MongoDB and Databricks

Learn how to utilize MongoDB and Databricks to build ai-enhanced retail search solutions.
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AtlasVector SearchPythonNode.jsKafka
Sep 18, 2024
Tutorial

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

Learn how to build a RAG framework using MongoDB Atlas Vector Search and IBM watsonx LLMs.
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AtlasVector SearchPythonAI
Sep 18, 2024
Tutorial

Building Generative AI Applications Using MongoDB: Harnessing the Power of Atlas Vector Search and Open Source Models

Learn how to build generative AI (GenAI) applications by harnessing the power of MongoDB Atlas and Vector Search.
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AtlasVector SearchPythonAI
Sep 18, 2024
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