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PredictiveMaintenanceModel-adaboost
sammysri12/PredictiveMaintenanceModel-adaboost
PredictiveMaintenanceModel-adaboost is a machine learning model from sammysri12. Use it for the machine learning task on the model card, and read the license before you ship it in a product.
This repository hosts the trained machine learning model for predicting engine condition as part of the Predictive Maintenance project.
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Updated Nov 14, 2025
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At a glance
- Access
- Public
- Created
- Nov 14, 2025
- Updated
- Nov 14, 2025
- SHA
- 7789439e
Model card
From the Hugging Face model README
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
- Created
- Nov 14, 2025
- Updated
- Nov 14, 2025