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scalability-analysis

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Distributed vs. centralized ML for stroke prediction using Apache Spark. Benchmarks a per-partition scikit-learn ensemble (mapPartitions) against MLlib Random Forest, Logistic Regression, and Decision Tree models. Includes speed-up, size-up, and scale-up scalability analysis on a 43K-row clinical dataset.

  • Updated Jun 25, 2026
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