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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

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
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
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
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
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
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
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