Colin Woods

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Hi, I’m Colin Woods

AI & Machine Learning Engineer focused on building intelligent systems and solving complex problems with data-driven solutions.

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About Me

I’m an AI and Machine Learning engineer specializing in intelligent systems, deep learning models, and natural language processing. My focus is on designing scalable AI solutions, from hierarchical transformers to advanced classification pipelines, that deliver meaningful insights and real-world impact.

PythonPyTorchTensorFlowNatural Language ProcessingDeep LearningMachine LearningData ScienceCloud AI Deployment

Highlighted Projects

Hierarchical Transformer

Hierarchical Transformer for Essay Classification

Developed a long-form text classification model using hierarchical DistilBERT to predict college matriculation outcomes.

Python • PyTorch • NLP
Google Hackathon

Google Generative AI Hackathon – FoodQuest

Built a generative AI MVP on GCP Vertex AI and PaLM2 to provide dynamic food recommendations based on dietary needs.

Vertex AI • PaLM2 • Cloud Deployment
OpenCV Puzzle Solver

OpenCV Puzzle Solver

Computer vision system that identifies and solves complex puzzle pieces using edge detection and a genetic algorithm.

OpenCV • Genetic Algorithms • Computer Vision
Linux Steganography

Linux Programming & Steganography

Developed Linux shell utilities and an image steganography system embedding metadata invisibly within images.

C • Linux Systems • Security

Resume & Professional Experience

I’m a mid-level AI & Machine Learning engineer with experience in high-security defense environments, healthcare data automation, and applied AI research. My expertise spans deep learning, NLP, scalable ML pipelines, and cloud AI deployment.

Missile Defense Agency (MDA) – Modeling & Simulation Intern

Refactored and modernized existing modeling systems to support new integrations in a secure DoD environment. Applied machine learning, data modeling, and simulation tools to enhance decision-making, while adhering to strict CUI handling protocols and DoD cybersecurity standards.

Humana Healthcare – Data Management Automation

Improved operational efficiency by automating data pipelines, reducing data request turnaround times. Developed and optimized SQL pipelines for large-scale healthcare data validation and collaborated with offshore teams for automation frameworks.

Graduate Project – Predicting College Matriculation

Designed a hierarchical BERT + MetaMLP stacking ensemble pipeline for NLP-based essay analysis, achieving F1 score of 0.95 and AUC of 0.997. Combined semantic probabilities with applicant metadata for superior predictive accuracy.

Download Full Resume

Contact Me

Feel free to reach out for collaboration, opportunities, or any questions about my work.