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Predictive Maintenance – Random Forest Model

This repository contains a tuned Random Forest classification model developed to predict engine maintenance requirements based on sensor data.

Model Details

  • Algorithm: Random Forest Classifier
  • Task: Binary classification (Engine Condition)
  • Evaluation Metrics: Accuracy, Precision, Recall, F1-score
  • Selection Criterion: Highest F1-score and Recall

Use Case

The model supports predictive maintenance by identifying engines that require maintenance before failure occurs.

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