Predictive Maintenance ML Pipeline

Dual-Branch Inference Architecture & Decision Layer

Standard Pipeline
Node Title
Description text goes here.
LAYER 1: INGESTION & PREPROCESSING LAYER 2: DUAL-BRANCH INFERENCE LAYER 3: ACTION & OPERATOR TELEMETRY CLEAN CLASSIFY REGRESS PROB DAYS FUSE FLEET MONITORING RAW SENSOR DATA SPARK PREPROC FEATURE STORE / TABLE XGBOOST CLASSIFIER FAILURE WARN < 7 DAYS XGBOOST REGRESSOR RUL ESTIMATE (DAYS LEFT) OPERATOR DECISION PANEL & ACTION TABLEAU FLEET DASHBOARD