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Krish Naik: Stop Fighting with Kubernetes! Scale Python to 1000s of Machines with Coiled

Coiled is a super-light cloud compute platform for Python data engineers and scientists—no Docker, no Kubernetes, no infrastructure headaches. With just a decorator or a single line of code, your scripts scale from your laptop to hundreds (or even thousands) of machines, all while you keep using pandas, NumPy, scikit-learn, PyTorch, Jupyter, VSCode or PyCharm exactly as you do today.

You only pay for the compute you actually use—your machines spin up at job start and shut down the second you’re done (think: five-minute jobs on 100 nodes for just a few dollars). Plus, Coiled automatically syncs your local packages, credentials and files to the cloud, so there’s zero Docker builds or environment.yml juggling required.

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