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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 | 11 min read
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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
Tutorial
Part #3: Semantically Search Your Data With MongoDB Atlas Vector Search
In this series, we look at how to use Amazon SageMaker and MongoDB Atlas Vector Search to semantically search your data.Jul 11, 2024
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Tutorial
Part #2: Create Your Model Endpoint With Amazon SageMaker, AWS Lambda, and AWS API Gateway
In this series, we look at how to use Amazon SageMaker and MongoDB Atlas Vector Search to semantically search your data.Jul 11, 2024
Tutorial
Part #1: Build Your Own Vector Search with MongoDB Atlas and Amazon SageMaker
In this series, we look at how to use Amazon SageMaker and MongoDB Atlas Vector Search to semantically search your data.Jul 11, 2024
Video
Unlocking AI Potential with AWS
✅ Sign-up for a free cluster at → https://mdb.link/YRW6W986jz4-register ✅ Get help on our Community Forums → https://mdb.link/YRW6W986jz4-forums - Join Jesse Hall as he talks with Igor Alekseev from AWS about the latest in AI technology and AWS's innovative solutions. Igor, a partner solutions architect at AWS, delves into the details of Bedrock and its new capabilities, including automated embedding generation and integration with MongoDB. Learn about the practical applications of these technologies, the importance of model optimization, and the future of AI in this informative discussion. Whether you're a developer or a tech enthusiast, this episode provides valuable insights into the evolving world of AI.Jul 11, 2024
News & Announcements
Transform Your AI Development Skills with the RAG to Riches Developer Quest!
Jul 10, 2024
Video
Innovating with LlamaIndex: Unstructured Data, AI and MongoDB
✅ Sign-up for a free cluster at → https://mdb.link/7DbdoLFMPVs-register ✅ Get help on our Community Forums → https://mdb.link/7DbdoLFMPVs-forums - In this episode, Jesse, Anaiya, and Mike engage in a riveting discussion with Jerry Liu, the CEO of LlamaIndex. Dive into the world of unstructured data and learn how LlamaIndex is revolutionizing the way developers build applications over their data. Discover the integration with MongoDB and the challenges faced when transitioning from prototype to production. Jerry shares insights into the future of AI, chatbots, and autonomous task assistants. Don't miss out on the latest updates and innovations in data management and AI development!Jul 10, 2024
