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PredictiveMaintenance
Shalini94/PredictiveMaintenance
PredictiveMaintenance is a machine learning model from Shalini94. Use it for the machine learning task on the model card, and read the license before you ship it in a product.
This repository contains a tuned Random Forest classification model developed to predict engine maintenance requirements based on sensor data.
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Public
Updated Feb 18, 2026
Repo size
10.9 MB
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.pkl10.9 MB · 100%
At a glance
- Access
- Public
- Created
- Feb 18, 2026
- Updated
- Feb 18, 2026
- SHA
- b29c557e
Model card
From the Hugging Face model README
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.
- Created
- Feb 18, 2026
- Updated
- Feb 18, 2026