Elbow Torque EMG
Two-stage ML pipeline • R²=0.76
Forward Deployed Engineer
Translating data into actionable tools. Building pipelines, dashboards, and AI-assisted systems.
A few highlights from my work in data science, AI, 3D modeling, and frontend development
Two-stage ML pipeline • R²=0.76
Sports biomechanics analysis
Multi-camera triangulation system
YOLOv8 • mAP50 0.813
3D swing visualization system
Natural language database queries
CAD design & 3D printing
8-camera control system UI
Finite element analysis study
Peer-reviewed publications
This study developed a two-tier machine learning framework to quantify the contribution of forearm muscle activation patterns to elbow varus torque beyond biomechanical kinematics alone. Stage 1 achieved R² = 0.764 using kinematic features, while Stage 2 explained ~30% of residual variance using EMG and isometric performance metrics, supporting a neuromuscular efficiency construct for personalized injury risk assessment.
This study introduces a novel four-bar linkage mechanism to improve adaptive kayak mounts for individuals with upper-body mobility impairments. Using motion capture technology to derive a Standard Stroke Profile, the design replicates natural forward kayak strokes with high accuracy (RMSE = 22.0 mm), addressing key limitations in existing adaptive sports technology.
At the center of how I try to live is discipline and commitment. I believe consistency matters more than intensity. Motivation comes and goes, but discipline keeps you moving forward when motivation is gone. Whether I'm learning something new, working through a difficult problem, or growing in my faith, I try to approach it the same way. Show up, be consistent, and focus on improving a little at a time.
My faith is a large part of who I am. I'm a Christian, and studying scripture shapes how I think about work, learning, and life. It gives me a framework for taking things seriously without losing sight of what any of it is actually for.
I studied mechanical engineering at Embry-Riddle and now build data pipelines and analysis tools. I'm drawn to environments with a lot of information but not yet a clear understanding. I'm still early in my career, still learning, and focused on developing both my skills and my character.
I try not to focus too much on titles or accomplishments. Those things change. What matters more is the kind of person you are becoming and the habits you build along the way. Stay curious, stay disciplined, keep pursuing truth. Progress usually follows.
Pilot briefing app for general aviation. Streamlining pre-flight preparation and enhancing safety. Pursuing FAA approval.
Custom streetwear brand. Co-founded with two partners. End-to-end operations from product design to fulfillment.
Health-tech startup for real-time concussion detection. Co-founder & CEO. Top 5 Entrepreneur Under 25, Orlando Business Journal.