Metaflow.org
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Description
Metaflow is an open-source framework designed to facilitate the management of real-life machine learning (ML), artificial intelligence (AI), and data science projects. Users can quickly build and deploy workflows using Python libraries, seamlessly integrating their business logic. Metaflow supports development and debugging locally before production deployments, ensuring a smooth transition. It automates version tracking for variables, simplifying experiment tracking and debugging processes. The tool allows users to orchestrate robust workflows and leverage cloud resources efficiently, including the use of GPUs and multiple cores for scalable computation. Data access is streamlined, with capabilities to manage data across various warehouses and steps. With Metaflow, teams can enable collaboration and manage workflows securely, aligning with existing infrastructure and data governance policies, making it suitable for diverse industries and project requirements.
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