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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 their code from a laptop to thousands of machines without ever touching Docker or Kubernetes. With a single decorator or line of code, your local pandas, NumPy, scikit-learn or PyTorch scripts instantly run on hundreds of cloud workers, all while you keep using Jupyter, VSCode or PyCharm just like before.

You only pay for what you use—machines spin up at job start and shut down the moment you’re done, so there’s no wasted spend. Plus, Coiled automatically syncs your local packages, credentials and files to the cloud, sparing you the pain of Docker builds or environment.yml headaches.

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