Tutorials
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Tutorial
How to Use Cohere's Quantized Vectors to Build Cost-effective AI Apps With MongoDB
Learn how to build cost-effective AI apps using Cohere's quantized vectors and MongoDB Atlas. This tutorial covers vector quantization techniques, efficient embedding storage, and optimized vector search operations. Discover how to leverage BSON encoding and int8 quantization to significantly reduce storage requirements while maintaining search accuracy. Ideal for developers looking to scale their AI applications and optimize performance in production environments.Oct 03, 2024
Tutorial
Creating a Memory-Enhanced AI Agent with Anthropic's Claude in Amazon Bedrock with MongoDB Atlas
What if we could build a knowledge-based system designed to provide personalized information and answer user queries? And do this by leveraging a robust search architecture that efficiently handles both simple keyword-based queries and complex conversational inquiries? We can with Memory-Enhanced AI Agents powered by AWS, Anthropic and MongoDBOct 03, 2024
Tutorial
Discover Your Ideal Airbnb: Implementing a Spring Boot & Atlas Search With Kotlin Sync Driver
Explore how to create a Kotlin Spring Boot application that leverages MongoDB Atlas Search for full-text search capabilities. This tutorial guides you through setting up Atlas, creating a search index, and building an app to efficiently find Airbnb listings based on custom search criteria.Oct 02, 2024
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.Oct 02, 2024
Tutorial
Java Meets Queryable Encryption: Developing a Secure Bank Account Application
Learn how to seamlessly integrate Java with MongoDB Queryable Encryption in a fully automated way. This process allows you to leverage the advanced encryption features of MongoDB, ensuring that your data remains protected even during complex queries, without the need for manual encryption or decryption stepsOct 02, 2024
Tutorial
Sip, Swig, and Search With Playwright, OpenAI, and MongoDB Atlas Search
In this tutorial, let’s figure out the best fall Utah “dirty” sodas from the soda chain Swig using Playwright, structured OpenAI outputs, and MongoDB’s Atlas Search.Oct 01, 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.Sep 23, 2024
Tutorial
Securely Hosting a Lambda Application With a Microservice Architecture and MongoDB Atlas
Learn to set up and deploy an Atlas-based application with a microservice and API pattern and get a framework applicable to any such deployment.Sep 19, 2024