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

Coiled is a breezy cloud compute platform made for Python data pros—no more wrestling with Docker or Kubernetes. You just slap on a decorator (or add one line) and voilà, your local code scales across hundreds or even thousands of machines without breaking a sweat.

It plugs right into pandas, NumPy, scikit-learn, PyTorch and your favorite IDE or notebook; everything’s auto-synced (packages, creds, files) so you skip the Docker drama. Plus, you only pay for the seconds your machines actually run—no more idle-time bills.

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