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Tutorial

Getting Started with MongoDB Atlas Local Search Experience Using Docker

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AtlasSearch

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.
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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.
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Feb 01, 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.
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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.
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Jan 27, 2025
Tutorial

MongoDB Atlas Authentication Using Service Accounts (OAuth)

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Jan 23, 2025
Tutorial

Building a Dynamic Pricing Microservice with Vertex AI and MongoDB Atlas

Utilizing MongoDB Atlas for efficient data storage and Google Cloud Platform for complex calculations and hosting, businesses can implement real-time pricing adjustments based on customer behavior and competitor data.
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Jan 22, 2025
Tutorial

Java Faceted Full-Text Search API using MongoDB Atlas Search

This is going to be a fun, practical tutorial demonstrating how to build a Java faceted full-text search API (like the ones powering sites like Amazon)! We’ll use an interesting dataset which showcases how you can effectively pair machine learning/AI-generated data with more traditional search to produce fast, cheap, repeatable, and intuitive search engines.
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Jan 17, 2025
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.
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Jan 14, 2025
Tutorial

Testing and Packaging a Python Library

Learn how to build pytest fixtures for testing code that interacts with a MongoDB database, and how to package a Python library using the hatchling library.
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Jan 13, 2025