Package your ML code and its exact environment into a container that runs identically on any machine or in the cloud — the foundation of reproducible ML and modern deployment.
⌁ How ML teams ship reproducible environments — AWS SageMaker and Google Vertex AI custom containers, NVIDIA NGC GPU images, and Hugging Face Spaces all run on Docker/containers.
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