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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 skip all the Docker and Kubernetes headaches—just add a decorator or a single line of code and you’re instantly running on hundreds or even thousands of machines, all while your code looks almost identical to what you’d run locally in Jupyter, VSCode, or PyCharm.

It plugs right into pandas, NumPy, scikit-learn, PyTorch and whatever else you love, only bills you for the seconds your jobs actually run, and even auto-syncs your local packages, files and credentials so you never have to wrestle with Docker builds or environment.yml nightmares.

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