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

Coiled is a lightweight cloud compute platform that lets Python data engineers and scientists scale to thousands of machines without ever touching Docker or Kubernetes. With a single decorator or one-line tweak, your pandas, NumPy, scikit-learn or PyTorch code runs on hundreds of cloud nodes while you keep using Jupyter, VSCode or PyCharm.

You only pay for what you use—machines spin up at job start and shut down immediately after, so a five-minute job on 100 machines could cost just a couple of dollars. Plus, Coiled automatically syncs your local packages, credentials and files, banishing environment-.yml nightmares for good.

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