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---
license: mit
tags:
- tabular-classification
- predictive-maintenance
---
# Predictive Maintenance – Best Model
## Overview
This model predicts whether an engine requires maintenance using sensor readings.
## Training Data
Loaded from Hugging Face dataset: `SabarnaDeb/Capstone_PredictiveMaintenance` (train.csv / test.csv).
## Best Model
- Algorithm: **AdaBoost**
- Best CV F1: **0.7745**
- Best Parameters: **{'learning_rate': 0.05, 'n_estimators': 100}**
## Test Performance
- Accuracy: 0.6304
- Precision: 0.6304
- Recall: 1.0000
- F1: 0.7733
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