Clearml

ClearML is a comprehensive platform for developing, integrating, shipping, and improving machine learning models at any scale. It offers a unified, open-source platform that allows users to easily develop and integrate AI/ML models with just two lines of code. The platform provides various modules for data management, experiment management, model training, collaborative reporting, model management, automation, model deployment, and more. One of the unique features of ClearML is its flexible and customizable architecture, which supports integration with existing ML frameworks and stacks, and can be deployed on-premise, in the cloud, or in hybrid environments. ClearML also enables automagical orchestration, simplifying the management of the entire ML model workflow. It offers scheduling and optimized compute capabilities to reduce compute costs and increase hardware utilization. Additionally, ClearML promotes real-time collaboration by facilitating communication and collaboration among data scientists, ML engineers, DevOps, and product managers. It provides features like live feedback, interactive dashboards, and the ability to share results and discuss progress. ClearML is designed for enterprise-grade applications and offers enterprise-level security, seamless integration with internal tools, and the ability to create custom solutions using hyper-datasets. The platform is trusted by over 1,300 forward-thinking enterprises and has been praised for its ease of use and effectiveness by ML practitioners.