Atlas
Sign in to follow topics
Atlas Topics
Featured
Video
What is MongoDB Atlas Search? How to help users find what they need
MongoDB’s Erik Hatcher (Staff Developer Advocate, Atlas Search) joins RedMonk’s Kelly Fitzpatrick for an introduction to MongoDB Atlas Search: a full-text search engine integrated into MongoDB’s fully-managed developer data platform (Atlas). After discussing some of the advantages of leveraging search on a data platform like Atlas (unified developer experience and API, seamless synchronization, reduced operational overhead), Erik jumps right into a demo of Atlas Search using platform-supplied sample datasets (we use a film dataset) and walking through the tools and steps a Java developer might use. This was a RedMonk video sponsored by MongoDB. Resources: Atlas Search: Learn more about Atlas Search: https://mdb.link/atlas-search-lp-redmonk All Atlas Search tutorials: https://mdb.link/atlas-search-tutorials-redmonk Get started with Atlas Search in Java (as demonstrated in the video): https://mdb.link/atlas-search-java-redmonk Landing page for MongoDB Atlas: https://mdb.link/atlas-lp-redmonk General MongoDB learning and developer resources: Overview of MongoDB and the Document Model (free MongoDB University course): https://mdb.link/document-model-redmonk Check out other courses offered through MongoDB University: https://mdb.link/mongo-university-redmonk MongoDB’s Developer Center: https://mdb.link/dev-center-redmonkSep 13, 2023 | 34 min
.png&w=3840&q=75)
.jpg&w=3840&q=75)
All Atlas Content
- Latest
- Highest Rated
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.
Sep 09, 2024
Tutorial
Build a CRUD API With MongoDB, Typescript, Express, Prisma, and Zod
Dive into modern web development and learn to build a robust CRUD API using TypeScript, Express, Prisma, MongoDB, and Zod._Spot_BS_SpringGreen.png&w=3840&q=75)
Sep 04, 2024
Article
Capturing and Storing Real-World Optics With MongoDB Atlas, OpenAI GPT-4o, and PyMongo
Capture real-world data using MongoDB Atlas, PyMongo, and OpenAI’s GPT-4. Transform images into searchable JSON documents and interact with an AI agent.Sep 04, 2024
Article
Data Modeling and Schema Design for Atlas Search
Data Modeling and Schema Design for Atlas Search
Sep 04, 2024
Tutorial
Caching LLMs Response With MongoDB Atlas and Vector Search
Discover how to reduce API costs and improve response times for Large Language Models (LLMs) by implementing semantic caching using MongoDB Atlas and Vector Search. Learn to efficiently handle LLM queries by storing and retrieving embeddings—numerical vectors representing the semantic meaning of text—reducing the need for repeated API calls. This guide covers setting up a FastAPI server, integrating OpenAI, embedding LLM responses, and utilizing MongoDB Atlas's advanced vector search capabilities. Perfect for developers looking to optimize AI-driven applications, lower operational costs, and enhance scalability.
Sep 02, 2024
Tutorial
Building a Knowledge Base and Visualization Graphs for RAG With MongoDB
Discover how to leverage MongoDB for building powerful knowledge bases in RAG (Retrieval-Augmented Generation) architectures. This comprehensive guide explores using MongoDB's document model to construct relationship graphs, implement vector search, and create interactive visualizations. Learn step-by-step techniques for storing entities and relationships, querying graph structures, and generating dynamic network visualizations using d3.js. Perfect for developers looking to enhance their RAG systems with MongoDB's flexibility and performance. Includes code examples for creating collections, embedding hierarchical data, and optimizing queries for visualization rendering.Sep 02, 2024
(+1)
Tutorial
How to Build a Serverless REST API With MongoDB Atlas
Learn how to go totally serverless in both the database and application by using MongoDB Atlas serverless instances and the MongoDB Atlas App Services.
Aug 30, 2024
Tutorial
How to Deploy an Application in Kubernetes With the MongoDB Atlas Operator
Get started with application deployment into a Kubernetes cluster using the MongoDB Atlas Operator.
Aug 30, 2024
(+1)
