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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 from local scripts to thousands of machines without ever touching Docker or Kubernetes. With a single decorator or line of code, your program runs on hundreds of cloud nodes just like it would on your laptop.

It plugs right into pandas, NumPy, scikit-learn, PyTorch, Jupyter, VS Code or PyCharm, automatically syncing your packages, credentials and files so you never wrestle with Docker builds or environment files. Plus, you only pay for the minutes you use—machines spin up at job start and shut down as soon as you’re done.

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