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+ # Engine Fault Detection Model
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+ ## Model Overview
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+ This model predicts engine condition (Active / Faulty) using sensor data.
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+ ## Algorithm
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+ Gradiant Boosting Classifier
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+ ## Training Details
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+ - Objective: Maximize Recall
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+ - Class Imbalance: Handled via class weights / scale_pos_weight
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+ - Outlier Treatment: Coolant temperature capped using training data thresholds
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+
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+ ## Dataset
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+ - Source: ShanRaja/Data
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+ - Splits: Train / Validation / Test
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+
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+ ## Metrics (Validation)
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+ - Recall: 0.98
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+ - Precision: 0.64
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+ - F1-score: 0.78
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+ ## Intended Use
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+ Early fault detection to minimize false negatives.