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Best Practices for Using Flask and MongoDB
Learn some of the best practices for using Flask and MongoDB so you can set yourself up for success.
Sep 16, 2024 | 5 min read
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Quickstart
Best Practices for Using Flask and MongoDB
Learn some of the best practices for using Flask and MongoDB so you can set yourself up for success.Sep 16, 2024
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Article
Implementing Robust RAG Pipelines: Integrating Google's Gemma 2 (2B) Open Model, MongoDB, and LLM Evaluation Techniques
This tutorial explores building a retrieval-augmented generation (RAG) pipeline by integrating Google’s Gemma 2 (2B) model, MongoDB, and LLM evaluation techniques. Gemma 2, a lightweight model with two billion parameters, is used for efficient response generation, while MongoDB acts as the vector database, enabling semantic search for relevant documents. The tutorial demonstrates how to create an asset management assistant that analyzes market reports stored in MongoDB. It covers embedding generation, vector search, and the use of the DeepEval library to assess the relevance and faithfulness of LLM-generated responses. By combining these tools, the tutorial highlights an efficient approach to building AI-driven solutions with robust performance evaluation in a RAG pipeline.Sep 12, 2024
Tutorial
MongoDB Atlas With Terraform - Cluster and Backup Policies
This article is for anyone who intends to use or already uses infrastructure as code (IaC) on the MongoDB Atlas platform or wants to learn more about it.Sep 11, 2024
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Tutorial
Build a JavaScript AI Agent With LangGraph.js and MongoDB
Learn how to build a powerful AI agent using LangGraph.js and MongoDB. This step-by-step guide will show you how to create AI-driven applications capable of remembering conversations, accessing databases, and delivering smart responses. Perfect for JavaScript developers looking to integrate AI into their web apps.Sep 10, 2024
Article
How to Use Realm Effectively in a Xamarin.Forms App
This article shows how to effectively use Realm in a Xamarin.Forms app using recommended patterns.
Sep 09, 2024
Tutorial
Capturing Hacker News Mentions with Node.js and MongoDB
Learn how to stream data from Hacker News into MongoDB for analyzing with Node.js.
Sep 09, 2024
Article
Audio Find - Atlas Vector Search for Audio
Explore the creation of a music catalog system that leverages the power of MongoDB Atlas's vector search and a Python service for sound embedding.Sep 09, 2024
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Tutorial
Enable Generative AI and Semantic Search Capabilities on Your Database With MongoDB Atlas and OpenAI
Learn how to enable Generative AI and Semantic Search capabilities on your database using MongoDB Atlas and OpenAI.Sep 09, 2024
