AnubhaParashar/Predictive_Preventive_Maintenance_for_Generator_Reliability

1---2title: Generator PM Reliability Dashboard3emoji: ⚙️4colorFrom: red5colorTo: blue6sdk: docker7pinned: false8---9 10# Generator Preventive Maintenance Reliability Dashboard11 12This Space runs the dashboard using Docker + Streamlit.13 14## Why Docker?15 16Docker pins Python 3.11 and stable package versions. This avoids Hugging Face Streamlit runtime/frontend mismatch issues such as:17 18`Bad message format: Tried to use SessionInfo before it was initialized`19 20## Features21 22- PM-to-failure linking23- Executive KPIs24- PM effectiveness analytics25- Failure cost and downtime analysis26- Telemetry risk analysis27- Predictive ML and PM strategy28- Logistic Regression baseline29- Random Forest advanced model30- Failure-within-14-days and failure-within-30-days prediction31- Asset-level risk bands and recommended maintenance actions32