

OpenHUTB/nn — December 2025: Key features delivered include (1) Speed Monitoring and Velocity Prediction System with anomaly detection and driving mode/direction prediction; (2) Emergency Braking Time Prediction System using tree-based models with data generation, training, and visualization; (3) Alarm Systems for Driverless Vehicles (smoke and temperature) with real-time monitoring and threshold-based triggers; (4) Anomaly Detection and Efficiency Monitoring combining isolation forest and random forest-based efficiency scoring with visualization. Major bugs fixed: no explicit bugs fixed in the provided data (minor comment updates/refactors across commits). Overall impact: improved safety, proactive control insights, and operational analytics enabling data-driven decision-making for monitoring, prediction, and alerting. Technologies demonstrated: ML modeling (random forest, isolation forest), data generation pipelines, model training and visualization, anomaly detection, real-time monitoring, and cross-feature system integration.
OpenHUTB/nn — December 2025: Key features delivered include (1) Speed Monitoring and Velocity Prediction System with anomaly detection and driving mode/direction prediction; (2) Emergency Braking Time Prediction System using tree-based models with data generation, training, and visualization; (3) Alarm Systems for Driverless Vehicles (smoke and temperature) with real-time monitoring and threshold-based triggers; (4) Anomaly Detection and Efficiency Monitoring combining isolation forest and random forest-based efficiency scoring with visualization. Major bugs fixed: no explicit bugs fixed in the provided data (minor comment updates/refactors across commits). Overall impact: improved safety, proactive control insights, and operational analytics enabling data-driven decision-making for monitoring, prediction, and alerting. Technologies demonstrated: ML modeling (random forest, isolation forest), data generation pipelines, model training and visualization, anomaly detection, real-time monitoring, and cross-feature system integration.
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