Tutorials
An integrated suite of cloud database services that allows you to address a wide variety of use cases for transactional and analytical workloads.
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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..png&w=3840&q=75)
Feb 06, 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.
Jan 22, 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.
Jan 13, 2025
Tutorial
Understanding Embedded Types in MongoDB with Java and Helidon
MongoDB provides a flexible schema design, allowing data modeling patterns that differ significantly from traditional relational databases. With MongoDB, you model data specifically for your use cases rather than using a generic schema that attempts to cover all cases.
Jan 09, 2025
Tutorial
Encryption in Use: The Magic of MongoDB for Secure Queries
Protecting stored data is only a start. You need a solution that works during processing, allowing meaningful searches. Enter CSFLE and Queryable Encryption!
Jan 06, 2025
Tutorial
How to Deploy a Flask Application With MongoDB on Fly.io
Learn how to deploy a Flask Application with MongoDB on Fly.io
Dec 02, 2024
Tutorial
Handle Time Series Data with MongoDB
Learn how MongoDB simplifies time series data management in this hands-on tutorial. Build a ship-tracking application to explore MongoDB's native time series collections, optimized for high write performance, geospatial queries, and horizontal scaling. Perfect for applications in finance, IoT, and logistics, this tutorial demonstrates how to efficiently manage and analyze time series data. Follow along with complete code examples and access the GitHub repository to get started today.
Nov 19, 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