Forward Deployed Engineer

Alex Britton

Translating data into actionable tools. Building pipelines, dashboards, and AI-assisted systems.

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Project Snapshots

A few highlights from my work in data science, AI, 3D modeling, and frontend development

Elbow Torque Prediction
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Machine Learning

Elbow Torque EMG

Two-stage ML pipeline • R²=0.76

EMG Processing Pipeline
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Data Pipelines

EMG Processing Pipeline

Sports biomechanics analysis

Multi-Camera 3D Pose
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Computer Vision

3D Pose Estimation

Multi-camera triangulation system

Baseball Ball Detection
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Computer Vision

Ball Detection

YOLOv8 • mAP50 0.813

Bat Path Visuals
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Data Visualization

Bat Path Visuals & Analysis

3D swing visualization system

DL SQL MCP
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AI / LLM Tool

DL SQL MCP

Natural language database queries

Edger Case 3D Model
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3D Modeling

Edger Case Design

CAD design & 3D printing

Motion Capture Frontend
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Frontend Design

Motion Capture Frontend

8-camera control system UI

Torpedo Bat FEA
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FEA Analysis

Torpedo Bat FEA

Finite element analysis study

Research

Peer-reviewed publications

Under Review

Neuromuscular Efficiency and Elbow Varus Torque Production in Baseball Pitchers: A Two-Tier Machine Learning Approach Integrating Electromyography and Biomechanical Analysis

Alexander B Britton, Brent Hokeness, et al.

2025

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.

American Journal of Biomedical Science & Research

Kinematic Analysis of a Four-Bar Linkage for Forward Stroke Motion

Christine Walck, Megan P Parker, Alexander B Britton, Douglas T Wingert

March 2025 DOI: 10.34297/AJBSR.2025.26.003442

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.

About

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.

Ventures

Active

BeBrief

Pilot briefing app for general aviation. Streamlining pre-flight preparation and enhancing safety. Pursuing FAA approval.

BeBrief
Active

UNCREATED LLC

Custom streetwear brand. Co-founded with two partners. End-to-end operations from product design to fulfillment.

UNCREATED
2021 - 2023

CerebriTech

Health-tech startup for real-time concussion detection. Co-founder & CEO. Top 5 Entrepreneur Under 25, Orlando Business Journal.