Predictive Maintenance API - Test Interface

Checking...

🎯 Single Machine Prediction

Machine ID ℹ️

Machine Type ℹ️

Air Temperature (K) ℹ️

Process Temperature (K) ℹ️

Rotational Speed (RPM) ℹ️

Torque (Nm) ℹ️

Tool Wear (min) ℹ️

Analyzing machine data...

📁 Batch Processing

📤

Click or Drag & Drop CSV File

Upload a CSV file with machine data for batch prediction

📋 Required CSV Columns:

✓ air_temperature - Air temperature in Kelvin
✓ process_temperature - Process temperature in Kelvin
✓ rotational_speed - Rotational speed in RPM
✓ torque - Torque in Nm
✓ tool_wear - Tool wear in minutes
✓ type - Machine type (L, M, or H)
⭕ machine_id - Optional machine identifier

Processing batch predictions...