● 2023 Collier Trophy finalist – X-62A ACE Team● Principal Investigator● Lead AI Developer● Develop policies using Deep Reinforcement Learning● Fighter Jet control optimization and decision making using trees of learned and heuristic policies● Classification model development● Lead author of external technical reporting and deliverables

Data processing automation and intermediate storage for machine learning Root cause analysis of complete vehicle systems using XGBoost + SHAP with Telematics Vehicle component failure probability using proprietary Neural Networks with Telematics

- Root cause analysis using machine learning algorithms (SQLite/MSSQL/Python)- Develop software connecting Simulink to Morphee and iTest dynomometer test cells. (C++, C#, Hardware-in-the-loop, Engine-in-the-loop, CANBus)- Feature engineering/Data preparation of Logged Data & Telematics (MySQL/MSSQL/Python)- Create computational cluster using MSSQL queues for Volvo's dealer fuel economy application (C#/MSSQL)- Manage application database of component information. (MSSQL)- Design and improve Volvo's dealer fuel economy application. (C#/Javascript/HTML/ASP.NET)- Design and improve areas of Volvo's internal simulation platform. (Simulink/Matlab)- Run simulations to help customers optimize fuel economy. (Simulink/Matlab)