AnubhaParashar/Predictive_Preventive_Maintenance_for_Generator_Reliability

Generator Preventive Maintenance Reliability Dashboard

This Space runs the dashboard using Docker + Streamlit.

Why Docker?

Docker pins Python 3.11 and stable package versions. This avoids Hugging Face Streamlit runtime/frontend mismatch issues such as:

Bad message format: Tried to use SessionInfo before it was initialized

Features

• —PM-to-failure linking
• —Executive KPIs
• —PM effectiveness analytics
• —Failure cost and downtime analysis
• —Telemetry risk analysis
• —Predictive ML and PM strategy
• —Logistic Regression baseline
• —Random Forest advanced model
• —Failure-within-14-days and failure-within-30-days prediction
• —Asset-level risk bands and recommended maintenance actions