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

Caught in a Kubernetes headache? Coiled is the no-fuss cloud compute buddy for Python data pros—no Docker, no YAML, no infrastructure babysitting. Just add a decorator, autoscale to hundreds of machines, and keep coding in pandas, NumPy, scikit-learn, PyTorch or whatever you love, right in Jupyter, VSCode, or PyCharm.

On top of that, you only pay for what you use (machines spin up on job start and shut down when you’re done), and your local environment—packages, files, credentials—syncs automatically, so there’s zero setup drama.

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