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PredictiveMaintenanceModel-adaboost – AI Model by sammysri12 | AlphaNeural AI
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PredictiveMaintenanceModel-adaboost
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Predictive Maintenance Model: AdaBoost
This repository hosts the trained machine learning model for predicting engine condition as part of the Predictive Maintenance project.
Model Details
Model Type:
AdaBoost
Objective:
Binary Classification (Normal/Faulty Engine)
Training Data:
Derived from the PredictiveMaintenanceDataset on Hugging Face Hub (sammysri12/PredictiveMaintenanceDataset)
Preprocessing:
Data cleaning (outlier capping) and feature engineering were applied.
Tuning Metric:
F1-Score (due to class imbalance)
Evaluation Metrics (on Test Set)
F1-Score: 0.7733
Accuracy: 0.6304
Precision: 0.6304
Recall: 1.0000
ROC-AUC: 0.6443
