Coiled is a no-ops cloud compute layer for Python data pros—no Docker, no Kubernetes, just slap on a decorator or tweak one line and you’re spinning up hundreds (or thousands!) of machines in seconds.
It plugs right into your favorite tools—pandas, NumPy, scikit-learn, PyTorch, Jupyter, VS Code, you name it—bills you only for the minutes your cluster runs, and auto-syncs your env, credentials and files so you never wrestle with Dockerfiles or conda nightmares again.
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