Develop a machine learning model to predict maintenance needs or detect anomalies in CNC, laser, or bending machine operations using data collected from machine logs or controllers.
Key features:
- Data collection from machines (hours, temperature, vibration, alarms)
- Predictive model training to forecast breakdowns
- Dashboard showing machine health and maintenance alerts
- Visualization of performance trends and anomaly reports