Published onOctober 28, 2025Bottle Pressure Failure Prediction SystemMACHINE-LEARNINGXGBOOSTPYTHONFASTAPIANGULARCRISP-DMPREDICTIVE-MAINTENANCEAn intelligent early warning system developed to predict defective products due to bottle pressure failures in the beverage industry using the XGBoost algorithm, featuring a real-time SPA dashboard and RESTful API.