README.md

---
title: Predictive Maintenance
emoji: 🔧
colorFrom: red
colorTo: gray
sdk: docker
app_port: 7860
app_file: app.py
pinned: false
license: mit
---

# Predictive Maintenance — Engine Health Monitor 🔧

An intelligent ML-powered system that monitors engine sensor data and predicts failure risk in real time.

## Features
- **Real-time Predictions**: Instant engine health scoring
- **Interactive Interface**: User-friendly Streamlit web application
- **Multiple Algorithms**: Best model selected from 6 different algorithms
- **MLOps Integration**: Complete pipeline with experiment tracking

## Technical Stack
- **Backend**: Python, Scikit-learn, XGBoost
- **Frontend**: Streamlit
- **ML Tracking**: MLflow
- **Deployment**: Docker, HuggingFace Spaces