Open to opportunities

Jonathan Hou

@jonathanhou1

Message

I build 3D reconstruction, lane mapping, and sensor-data machine learning systems.

United States

Message

What I'm looking for

I'm looking to lead machine learning and mapping work involving 3D reconstruction, sensor fusion, autonomous systems, model deployment, and high-quality data pipelines.

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.

Experience

Work history, roles, and key accomplishments

Principal Machine Learning Engineer

Hexagon Asset Lifecycle Intelligence

Aug 2020 - Sep 2026 (6 years 1 month)

Designed and developed state-of-the-art lane line creation models to enhance 3D mapping accuracy. Implemented systems for tracking and updating lane line maps, and led efforts in diagnosing pose errors and developing automated pseudo-labeling tools.

3D Mapping Sensor Fusion Active Learning Pseudo Labeling Cloud Development Data Governance Machine Learning AI

Principal Machine Learning Engineer

FirstEnergy

Dec 2022 - Aug 2026 (3 years 8 months)

Designed and implemented offline 3D reconstruction algorithms for annotating sensor data from cameras, lidar, and GPS/IMU. Led development of lane line detection and mapping systems, optimizing annotation quality and downstream model training efficiency.

3D Reconstruction Lane Detection Mapping Sensor Data Calibration Posture Correction Technical Leadership Version Control Data Governance Machine Learning AI

Senior Software Engineer

Charles Schwab

Feb 2017 - Jul 2020 (3 years 5 months)

Developed backend solutions for processing financial data, optimizing algorithms for performance and reliability. Enhanced data ingestion pipelines and implemented CI/CD workflows, while also engineering 3D reconstruction and lane line detection systems.

Backend Development Data Ingestion CI CD GitHub Actions Version Control 3D Reconstruction Lane Detection Mapping Cloud Services Data Governance Anomaly Detection Calibration

Software DevOps Engineer

JPMorgan Chase

Jul 2013 - Jan 2017 (3 years 6 months)

Optimized deployment processes using Docker and Kubernetes to improve stability and scalability. Implemented automation strategies to reduce manual deployment times and managed infrastructure provisioning and CI/CD pipeline integrations.

Docker Kubernetes CI CD Automation Provisioning Monitoring DevOps