Language
Technology
Products
Expertise Level
Contributed By
- Latest
- Highest Rated
All Tutorials
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.Feb 11, 2025
Tutorial
Optimizing for Relevance Using MongoDB Atlas and LlamaIndex
In this tutorial, we will learn how to perform full-text, vector, and hybrid searches using MongoDB’s LlamaIndex integration and explore ways to tune them to optimize for relevance.Feb 11, 2025
Tutorial
Local-first and Reasoning-enhanced RAG With DeepSeek and MongoDB
Discover how DeepSeek’s innovative open-source models—DeepSeek-V3, DeepSeek Coder, and the groundbreaking reasoning model DeepSeek-R1—are revolutionizing local-first, retrieval-augmented generation (RAG) applications with MongoDB. This comprehensive guide details how cutting-edge chain-of-thought reasoning and model distillation techniques enhance AI performance and explainability. Learn how integrating tools like Ollama, Nomic-Text-Embed, LangChain, and Streamlit with MongoDB Atlas enables secure, scalable, and privacy-focused deployments ideal for industries such as healthcare and defense. Unlock advanced technical insights and step-by-step implementation strategies to build dynamic on-device AI applications that process and analyze sensitive documents with unparalleled accuracy and flexibility.Feb 06, 2025
Tutorial
DeepSeek and the Future of LLMs: Why MongoDB’s LLM-agnostic Approach Matters
Discover how DeepSeek-R1—a revolutionary open-source LLM trained with innovative reinforcement learning—challenges commercial giants like GPT-4, while MongoDB’s LLM-agnostic architecture powers a cost-efficient, real-time retrieval-augmented generation system. Learn about advanced reasoning, benchmark performance, and practical implementation steps that make this cutting-edge AI solution a game-changer in the evolving AI landscape.Feb 01, 2025
(+1)
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.Jan 29, 2025
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.Jan 29, 2025
Tutorial
Building invincible applications with Temporal and MongoDB
Learn how Temporal simplifies building resilient distributed systems. This tutorial demonstrates Temporal's Durable Execution, automatic retries, and human-in-the-loop workflows through a hands-on example of a resilient money transfer application using Java and MongoDB.Jan 27, 2025
(+1)
Tutorial
How To Build a Fraud Detection Model in Java Using Deeplearning4J
Learn how to combine neural networks and scalable data management to build a real-world fraud detection system in Java! This tutorial uses Deeplearning4J to train a neural network and MongoDB for efficient transaction data management. Follow along as we preprocess customer transaction data, train a model to spot fraud, and integrate MongoDB for scalability. Perfect for Java developers looking to dive into AI and build production-ready solutions.Jan 27, 2025