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calce

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Predicting lithium-ion battery State of Health (SOH) from the CALCE CS2 cycling dataset using Linear Regression, Random Forest, and Gradient Boosting, validated with Leave-One-Battery-Out cross-validation across 6 cells and 5,662 cycles. Includes full preprocessing pipeline, feature ablation study, and write-up.

  • Updated Aug 25, 2026
  • Jupyter Notebook

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