Portfolio under active development.

Available for Opportunities

Data Science &
Machine Learning Engineer

Machine Learning Engineer building NLP and Deep Learning solutions to solve real business problems. My experience in systems analysis and stakeholder management ensures ML solutions integrate effectively with existing business processes.

Technical Stack

Technologies I Work With

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

Technical Approach & Capabilities

How I Approach Machine Learning Projects

Three key capabilities that define my approach to building production-ready ML systems that deliver measurable business impact.

NLP & Deep Learning
Advanced Language Models for Business Applications

Building NLP systems that extract actionable insights from unstructured business data

I develop transformer-based models and custom NLP pipelines that turn text data into business intelligence. My focus is on solving real organizational problems rather than just demonstrating technical capability.

Transformer Architectures
NLP Pipeline Development
Business Text Analysis
Model Fine-tuning
ML Systems Integration
Production-Ready ML Solutions

Designing ML systems that integrate seamlessly with existing business processes

I build ML solutions that work within real organizational constraints, considering data quality, system compatibility, and user adoption. Each implementation is designed to deliver measurable ROI rather than just impressive metrics.

MLOps Implementation
System Integration
Business Process Optimization
ROI Measurement
Robust Model Development
Reliable ML Models with Business Impact

Creating deep learning solutions optimized for performance and maintainability

I build ML models that perform consistently in production environments, with emphasis on validation, monitoring, and iterative improvement. Solutions are designed to scale effectively as business requirements evolve.

Deep Learning Optimization
Model Validation
Performance Monitoring
Scalable Architecture
Advanced NLP

Transformer models and custom language processing pipelines

Deep Learning Systems

Production-optimized neural networks and model deployment

Business Integration

ML solutions designed for real organizational environments

Technical Excellence with Business Impact

My ML solutions combine cutting-edge techniques with practical implementation strategies, ensuring they deliver value in real business environments rather than just impressive technical demonstrations.

Explore My Technical Projects

Technical Implementation

ML Problem-Solving in Practice

How I apply systematic technical methodologies to build robust ML solutions that perform consistently in production environments.

NLP Model Implementation Strategy

Systematic approach to building production-ready language models

Data Prep
Multi-stage
Architecture
Transformer
Deployment
Scalable

I start with thorough data analysis and preprocessing, then fine-tune transformer models for specific business use cases. Each implementation includes comprehensive validation and monitoring to ensure consistent performance in production environments.

Deep Learning Optimization Process

Technical methodology for building efficient, maintainable models

Architecture
Custom Design
Training
Optimized
Monitoring
Real-time

I design neural network architectures with business constraints in mind, optimize training processes for efficiency, and implement comprehensive monitoring systems. The focus is on models that perform reliably at scale rather than just achieving high accuracy scores.

Project Showcase

Featured Projects

Two key components from my AI Career Advisor platform, demonstrating advanced NLP and deep learning applications for real-world business challenges.

Advanced Resume Analysis Engine
In-Progress

Intelligent NLP system that transforms unstructured resume documents into rich, structured data with 89% accuracy across diverse formats. Features custom Named Entity Recognition for professional skills, experience timeline construction, and achievement quantification detection.

Python
PyTorch
Transformers
+2
Intelligent Job-Resume Matching System
In-Progress

Deep learning system using custom transformer architectures to understand semantic relationships between job requirements and candidate qualifications. Goes beyond keyword matching with explainable compatibility scores and multi-dimensional skill alignment analysis.

Python
PyTorch
Sentence Transformers
+2

Technical Capabilities

Core Technical Skills

Three key technical areas where I build production-ready machine learning solutions that solve real business problems.

NLP & Deep Learning
Advanced natural language processing and neural network architectures for complex text understanding and generation tasks.
  • Transformer Models & Fine-tuning
  • Document Processing & Information Extraction
  • Semantic Search & Embedding Systems
  • Custom NER & Text Classification
ML Engineering & Infrastructure
Production-ready machine learning systems with emphasis on scalability, monitoring, and reliable deployment.
  • Model Training & Optimization Pipelines
  • MLOps & Experiment Tracking
  • Vector Databases & Real-time Inference
  • Performance Monitoring & A/B Testing
Software Development & Integration
Full-stack development capabilities for building complete ML applications with modern web technologies.
  • Python & FastAPI Backend Development
  • React & Next.js Frontend Applications
  • Database Design & API Architecture
  • Cloud Deployment & CI/CD Pipelines

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. "

Available for Opportunities

Ready to Build Advanced ML Solutions

I'm actively seeking ML engineering roles where I can apply my NLP and deep learning expertise to solve complex business challenges. Let's discuss how my technical skills and systems thinking can contribute to your team's success.