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

Ever wished you could add a decorator and suddenly run your Python code across hundreds of machines without touching Docker or Kubernetes? Coiled’s a lightweight cloud compute platform that feels just like local dev: keep using pandas, NumPy, scikit-learn or PyTorch and your favorite IDE, and watch Coiled magically spin up clusters with a single line of code.

You pay only for what you use (machines auto-shutdown when jobs finish), and Coiled even auto-syncs your local packages, credentials and files—no Docker builds or environment.yml nightmares. Scaling Python has never been this smooth.

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