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Tutorial
How to Improve LLM Applications With Parent Document Retrieval Using MongoDB and LangChain
In this tutorial, you will learn about a technique called parent document retrieval and implement it in RAG and Agentic workflows using MongoDB’s LangChain integration.
Dec 13, 2024
Tutorial
Building an AI Agent With Semantic Kernel, C#, OpenAI, and MongoDB Atlas
Learn how to easily create an AI agent application using MongoDB Atlas, Microsoft’s Semantic Kernel, C#, and OpenAI with Developer Advocate Luce Carter.
Dec 02, 2024
Tutorial
How to Implement Working Memory in AI Agents and Agentic Systems for Real-time AI Applications
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Nov 18, 2024
Tutorial
Terraforming AI Workflows: RAG With MongoDB Atlas and Spring AI
Learn how to automate infrastructure management with HashiCorp Terraform and MongoDB Atlas. This tutorial covers setting up clusters, vector search, and building a Spring Boot RAG app with OpenAI embeddings for intelligent data retrieval and scalable cloud integration.
Nov 18, 2024
Tutorial
Trader Joe's Fall Faves Party Planner With Playwright, LlamaIndex, and MongoDB Atlas Vector Search
In this tutorial, we create a Trader Joe’s AI party planner using Playwright to scrape our fall faves and the LlamaIndex/Atlas Vector Search integration to build a chatbot to answer questions about our items!
Nov 12, 2024
Tutorial
How to Choose the Best Embedding Model for Your LLM Application
In this tutorial, we will see why embeddings are important for RAG, and how to choose the best embedding model for your RAG application.
Nov 07, 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
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.
Oct 28, 2024
Tutorial
AI-Powered Playlist Generator: Crafting Custom Vibes With Deeplearning4j and MongoDB
Create custom playlists with the AI-powered Playlist Generator tutorial, using Deeplearning4j and MongoDB Atlas Vector Search to turn any unique vibe—like 'midwestern emo puppy love'—into the perfect song collection. This guide walks through embedding song lyrics, leveraging Java-based deep learning for semantic understanding, and querying MongoDB to return tunes that match your playlist’s essence. Dive in for a detailed, hands-on experience with Java, GloVe embeddings, MongoDB, and vector search integration to simplify your playlist creation with AI.
Oct 25, 2024
