Portfolio under active development.

Available for Hire

Data Science &
Machine Learning Engineer

I combine analytical leadership from my military background with data science expertise to build machine learning solutions that solve real business problems. Currently focused on computer vision and NLP applications.

Technical Stack

Technologies I Work With

The modern tools and frameworks I use to build machine learning solutions and applications.

Python Logo
Python Logo
PyTorch Logo
PyTorch Logo
TensorFlow Logo
TensorFlow Logo
Scikit-learn Logo
Scikit-learn Logo
Keras Logo
Keras Logo
Next.js Logo
Next.js Logo

My Journey Into Data Science

My Unique Path to Machine Learning

My journey from military leadership to data science wasn't conventional, but it's precisely this diverse background that gives me a unique perspective. My analytical mindset from operational roles naturally extends to machine learning, where I combine practical problem-solving with technical implementation.

Analytical Foundation
Operational Data Analysis

Applying military analytical frameworks to ML problems

In the military, I developed systematic approaches to analyze complex operational data that directly translate to machine learning workflows. My experience taught me that thorough data analysis before implementation leads to stronger solutions, whether in equipment maintenance or model development.

Predictive Analysis
Systematic Problem Solving
Resource Optimization
Business Integration
Bridging Technical & Business Needs

Translating between stakeholders and technical teams

My experience advising C-suite executives at Gartner taught me how to translate technical concepts into business value—a critical skill in ML implementation. I learned to identify opportunities where data science can create measurable impact, then develop the business case to secure buy-in.

Stakeholder Management
Business Case Development
Value-Based Implementation
ML Implementation
From Business Analytics to ML Engineering

Applying my MBA in Business Analytics to real-world ML

My MBA in Business Analytics from Syracuse University (3.6 GPA) provided a solid foundation in data-driven decision making. I've since extended this knowledge through intensive self-study in machine learning, focusing particularly on computer vision and NLP applications that solve real business problems.

Computer Vision
NLP Applications
MLOps
Business Analytics
Military Leadership

Structured problem-solving and operational excellence

Consulting Strategy

Business insights and stakeholder alignment

Technical Implementation

Machine learning and data science expertise

My Unique Perspective

I combine disciplined leadership from my military background, strategic thinking from consulting, and technical implementation skills to deliver machine learning solutions that solve real business problems.

Learn More About My Journey

ML Problem-Solving Frameworks

How I Approach Machine Learning Problems

Drawing from my military and consulting background, I've developed structured approaches to common ML business challenges, focusing on practical implementation and measurable outcomes.

Customer Analytics Approach

How I would tackle customer retention challenges using ML

Data Sources
Multi-channel
Methodology
Ensemble Models
Focus
Business ROI

By integrating transaction data with customer service interactions, at-risk customers can be identified before they show obvious signs of leaving—combining technical implementation with business process integration.

Operations Optimization Framework

Applying my military operations background to supply chain ML

Data Integration
Multi-source
Model Type
Forecasting
Implementation
Process-driven

From my military logistics experience, I've developed a framework for integrating supply chain data with external factors like seasonal patterns and market trends to optimize inventory—balancing technical models with operational constraints.

Project Showcase

Featured Projects

Here are a couple of projects where I've applied my approach to real technical challenges.

Vision Transformer for Image Classification
Featured

Implementation of a Vision Transformer (ViT) model that achieves 94% accuracy on image classification tasks while reducing inference time by 40% compared to traditional approaches, making it suitable for real-time applications.

Python
PyTorch
Hugging Face
+1
NLP Sentiment Analysis with Transformers
Featured

A production-ready NLP system that analyzes customer feedback with 92% accuracy across multiple domains, enabling businesses to identify emerging issues and opportunities in real-time.

Python
PyTorch
Transformers
+2

Technical Expertise

Skills & Services

My unusual path into ML engineering gives me a different perspective on technical challenges. Here's how I can help turn data problems into practical solutions.

Machine Learning & AI
Development of custom machine learning models with a focus on practical applications and optimization.
  • Computer Vision & NLP Applications
  • Recommendation Systems
  • Transfer Learning Implementation
  • Model Optimization & Deployment
Software & Web Development
Full-stack development combining clean code practices with modern frameworks and infrastructure.
  • Next.js & React Applications
  • API & Database Design
  • Python & JavaScript Development
  • CI/CD & Cloud Deployment
Technical Education
Creation of learning materials, tutorials, and educational content for tech and machine learning.
  • Interactive Learning Paths
  • Technical Blog Articles
  • Code Walkthrough Tutorials
  • Practical Project Guidance

Professional Endorsements

What People Say

Perspectives from people I've worked with over the years.

  • Derek B.

    Commander at US Army

    "Dustin is a highly driven, intelligent, morally principled, leader of peers. He delivers candid feedback, with insightful and comprehensive analysis. He communicates complex problems clearly and can serve as the face and lead of any project or organization."

  • Ben B.

    VP at Pernod Ricard

    "Dustin is the rare blend of high 30,000 ft. conceptual visionary meets tactical execution and on time if not early deliverables. It is without question I would recommend Dustin for any company considering him and believe/know he will be an immediate, near, and long term asset to those lucky enough to have Dustin as a teammate and colleague. "

Say Hello

Interested in Working Together or Collaboration?

Have a technical challenge you're working through? Or just want to connect with someone who's passionate about combining data science with practical business applications? I'd enjoy hearing from you.