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Tutorial
RAG Evaluation: Detecting Hallucinations with Patronus AI and MongoDB
Discover how to detect hallucinations in AI using Patronus AI's Lynx model and MongoDB Atlas. Learn about HaluBench for RAG system evaluation and implement reliable generative AI applications with MongoDB's vector search capabilities. Step-by-step guide on deploying Lynx and catching hallucinations in Atlas-based RAG systems.Jul 21, 2024
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Quickstart
Building AI and RAG Apps With MongoDB, Anyscale and PyMongo
This tutorial guides you through integrating MongoDB Atlas with Anyscale and PyMongo to build scalable AI-powered retrieval-augmented generation (RAG) services. Learn how to deploy self-hosted models, set up a vector store, and connect your services to efficiently process and analyze large datasets using Ray's distributed computing capabilities.Jul 17, 2024
Video
Using Atlas Vector Search and PyMongoArrow to Semantically Search Through Luxury Fashion Items
In this video Associate Developer Advocate, Anaiya Raisinghani, will take you through how to use the PyMongoArrow library and MongoDB Atlas Vector Search to semantically search through luxury fashion items. ✅ A MongoDB Atlas account → https://www.mongodb.com/cloud/atlas/register ✅ MongoDB Atlas cluster → https://www.mongodb.com/resources/products/fundamentals/clusters ✅ Dataset from Kaggle → https://www.kaggle.com/datasets/justinpakzad/net-a-portermr-porter-fashion-dataset?select=net-a-porter.csv ✅ OpenAI API key → https://help.openai.com/en/articles/4936850-where-do-i-find-my-openai-api-keyJul 15, 2024
Quickstart
Getting Started With MongoDB and FastAPI
In this quick start, we will create a CRUD (Create, Read, Update, Delete) app showing how you can integrate MongoDB with your FastAPI projects.Jul 12, 2024
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Quickstart
Getting Started With MongoDB and Sanic
In this quick start, we will create a CRUD (Create, Read, Update, Delete) app showing how you can integrate MongoDB with your Sanic projects.Jul 12, 2024
Quickstart
Getting Started With MongoDB and Starlette
In this quick start, we will create a CRUD (Create, Read, Update, Delete) app showing how you can integrate MongoDB with your Starlette projects.Jul 12, 2024
Code Example
FULL APPLICATION
Getting Started With MongoDB and Tornado
In this quick start, we will create a CRUD (Create, Read, Update, Delete) app showing how you can integrate MongoDB with your Tornado projects.Jul 12, 2024
Code Example
FULL APPLICATION
Example Application for Dog Care Providers (DCP)
This project aims to develop a database for dog care providers and demonstrate how this data can be manipulated in MongoDB.Jul 12, 2024