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

Coiled is a cloud compute platform built for Python data engineers and scientists that lets you forget about Docker or Kubernetes. With a single decorator or line of code, you can scale your local pandas, NumPy, scikit-learn or PyTorch workloads to hundreds—or even thousands—of machines without ever leaving your Jupyter notebook, VS Code or PyCharm environment.

You only pay for the exact runtime you use—machines spin up at job start and shut down right away—while Coiled automatically syncs your local packages, credentials and files to the cloud. No Docker builds, no YAML headaches, just one-line magic.

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