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Vehicle Breakdown Prediction โ€“ Gradient Boosting

Model

  • Algorithm: Gradient Boosting Classifier
  • Version: v1
  • Trained on: Engine & vehicle telemetry data
  • Preprocessing: Scaling + outlier capping
  • Evaluation metric: Recall (priority)

Intended Use

Predict potential vehicle breakdowns for preventive maintenance.

Limitations

  • Trained on historical data
  • Performance may degrade with data drift
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