Krish Naik: Stop Fighting with Kubernetes! Scale Python to 1000s of Machines with Coiled
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is a lightweight, Python-first cloud compute platform that lets you scale from your laptop to thousands of machines with a single decorator—no Docker or Kubernetes headaches. You keep using pandas, NumPy, scikit-learn, PyTorch and your favorite IDE exactly as you do now.It auto-syncs your local packages, files and credentials to the cloud, spins machines up and down on demand, and charges you only for the seconds you use—so you get high-speed, cost-efficient compute without any idle-resource bills.

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