---
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