Jonathan Hou

At FirstEnergy and Hexagon Asset Lifecycle Intelligence, I build 3D reconstruction, lane line detection, and autonomous mapping systems using camera, lidar, GPS, and IMU data. I've designed offline reconstruction algorithms, topologically correct lane line graphs, pseudo-labeling tools, and active learning workflows that improve map accuracy and training datasets. I also diagnose pose and calibration errors to strengthen mapping quality in changing road conditions. Previously at Charles Schwab, I developed backend financial-data solutions and engineered 3D reconstruction and cloud-based mapping systems. At JPMorgan Chase, I improved deployment reliability through Docker, Kubernetes, infrastructure provisioning, monitoring, and CI/CD automation. I'm a technical lead who sets standards for model deployment, data governance, version control, and evaluation. I mentor engineers, document best practices for sensor fusion and semantic segmentation, and help teams adopt practical MLOps workflows.