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

Meet Coiled – the hassle-free cloud platform built for Python data engineers and scientists. No more wrestling with Docker or Kubernetes: just sprinkle in a decorator (or a single line of code) and boom, your local script scales out to hundreds or thousands of machines.

It plays nice with your favorite tools (pandas, NumPy, PyTorch, Jupyter, VS Code, PyCharm) and only charges you for the compute you actually use. Jobs spin up instantly, shut down when they’re done, and even your local packages, credentials, and files are synced automatically—zero Docker builds or environment headaches.

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