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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 for Python data engineers and scientists that lets you skip the Docker and Kubernetes headaches. With one decorator or a single line of code, you can scale your existing pandas, NumPy, scikit-learn or PyTorch workflows from your laptop to hundreds or even thousands of machines, all while sticking with your favorite IDE (Jupyter, VS Code, PyCharm).

You only pay for what you use—end-to-end machines spin up when your job starts and shut down the moment it’s done, so there’s no idle-time billing. Plus, your local packages, credentials and files are automatically synced to the cloud, meaning no more Docker builds or environment.yml nightmares.

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