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Single VS Distributed machine learning

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May 6, 2026
12:20

This video demonstrates the difference between single-machine and distributed machine learning using a practical implementation. We train a Random Forest Classifier using scikit-learn on a large dataset and compare two approaches: 🔹 Single Machine Training The model is trained on one computer using all available CPU cores. 🔹 Distributed Training The dataset is split across multiple machines and processed in parallel using Ray.

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Single VS Distributed machine learning | NatokHD