{"repo":"radicalbit/radicalbit-ai-monitoring","free":true,"listed":false,"github":"https://github.com/radicalbit/radicalbit-ai-monitoring","clone":"git clone https://github.com/radicalbit/radicalbit-ai-monitoring.git","description":"A comprehensive solution for monitoring your AI models in production","language":"Python","stars":83,"topics":["ai","ai-monitoring","artificial-intelligence","data-drift","data-science","machine-learning","machine-learning-engineering","monitoring","observability","ai-observability"],"license":"Apache-2.0","category":"analytics","readme_excerpt":"Radicalbit AI Monitoring 👋 Welcome! The Radicalbit AI Monitoring Platform provides a comprehensive solution for monitoring your Machine Learning and Large Language models in production. 🤔 Why Monitor AI Models? While models often perform well during development and validation, their effectiveness can degrade over time in production due to various factors like data shifts or concept drift. The Radicalbit AI Monitor platform helps you proactively identify and address potential performance issues. 🗝️ Key Functionalities The platform provides extensive monitoring capabilities to ensure optimal performance of your AI models in production. It analyzes both your reference dataset (used for pre-production validation) and the current datasets, allowing you to control: Data Quality Model Quality Model Drift 🏗️ Repository Structure This repository contains all the files and projects to run Radicalbit AI Monitoring Platform - ui - api - sdk - spark 🚀 Installation using Docker compose This repository provides a Docker Compose file for running the platform locally with a K3s cluster. This setup allows you to deploy Spark jobs. To run, simply: If the UI is needed: In order to initialize the platform with demo models you can run: Once all containers are up & running, you can go to http://localhost:5173 to play with the app. Interacting with K3s cluster The compose file includes a k9s container that can be used to monitor the K3s cluster. Other tools In order to connect and interact with","default_branch":null,"files":null,"tree":[],"storefront":"/r/radicalbit","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/radicalbit/radicalbit-ai-monitoring/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}