Tutorials
A high-level, interpreted programming language and it is used for general purpose. Python is one of the most popular languages for data-intensive tasks and data science because of its rich library support for statistics, machine learning, and AI-related tasks.- Latest
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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.
Dec 13, 2024
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
How to Implement Working Memory in AI Agents and Agentic Systems for Real-time AI Applications
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Nov 18, 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
Tutorial
How to Choose the Best Embedding Model for Your LLM Application
In this tutorial, we will see why embeddings are important for RAG, and how to choose the best embedding model for your RAG application.
Nov 07, 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.
Oct 28, 2024
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
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
