nathan@portfolio:~$
Nathan Hogg

$ whoami

nathan@cs-student:~/research-enthusiast

# Passionate about applying machine learning and software engineering to solve real-world problems in medical physics, bioinformatics, and beyond.

cat about.txt

$ education.info

Loyola University Chicago

Bachelor of Science in Computer Science

Minor in Statistics

Aug. 2023 - May 2027

$ current_focus.sh

Medical Physics Research Fellow

Neural Network Architecture Development

Bioinformatics & Data Analysis

Full-Stack Development

# I'm a computer science student with a passion for applying cutting-edge technology to solve meaningful problems. My work spans medical physics research, where I develop neural networks for medical imaging, to bioinformatics, where I create tools for mass spectrometry data analysis. I also enjoy building full-stack applications and sharing my knowledge through my blog, Mechanical Inclination.

ls -la projects/

MoodMate
May 2025 – June 2025
Full-stack mental wellness application offering AI-driven insights and suggestions based on user journal entries, addressing the challenge of inaccessible therapy.

# Key Highlights:

  • Designed backend using FastAPI and MLflow
  • Integrated BERT text classification model for emotion extraction
  • Leveraged Google's Gemini API for personalized insights

# Technologies:

Python
FastAPI
MLflow
PyTorch
BERT
Gemini API
PlantPals
April 2025
Interactive AI chatbot that educates children about plant care by role-playing as a Tamagotchi-like plant companion. Built during WildHacks hackathon at Northwestern University.

# Key Highlights:

  • Lead Back-End Developer at 24-hour hackathon
  • Engineered data pipeline from Raspberry Pi Pico to FastAPI backend
  • Integrated Google's Gemini API with prompt engineering
  • Successfully transitioned from SpringBoot to FastAPI under time pressure

# Technologies:

Python
FastAPI
Gemini API
Node.js
Raspberry Pi
MicroPython
Medical Physics Research
May 2025 – Aug. 2025
Developing a novel neural network architecture to remove Megavoltage (MV) scatter artifacts from medical diagnostic images, advancing markerless tumor tracking research.

# Key Highlights:

  • 1 of 8 recipients of funded summer research fellowship
  • Novel neural network architecture development
  • Advancing markerless tumor tracking research
  • Improving radiotherapy accuracy through clearer visualization

# Technologies:

Python
PyTorch
OpenCV
Neural Networks
Mechanical Inclination
Feb. 2021 – Present
Personal blog and social media presence reviewing pens, pencils, stationary goods, and technology projects. Building a community around quality tools and craftsmanship.

# Key Highlights:

  • 150+ combined followers across YouTube, Substack, and Instagram
  • Consistent content creation for 4+ years
  • Reviews of stationary goods and technology projects
  • Video production and editing skills

# Technologies:

Content Creation
Video Production
Social Media

cat experience.log

Medical Physics Researcher

May 2025 – Aug. 2025

Loyola University Cardinal Bernardin Cancer Center

Maywood, IL

Developing neural network architectures for medical image processing and tumor tracking research.

Software Engineering Intern

May 2024 – Aug. 2024

Bitsource LLC

Pikeville, KY

Developed hardware and software solutions for sidewalk crack detection and severity analysis.

Undergraduate Research Assistant

Jun. 2022 – Present

Moseley Bioinformatics Lab, University of Kentucky

Lexington, KY

Developing analytical tools for Fourier transform mass spectrometry data distortion removal.

grep -r "skills" ./

$ programming_languages.list
Java
Python
R
MATLAB
C
$ developer_tools.list
Git
VS Code
PyCharm
IntelliJ
Eclipse
Vim
Azure DevOps
$ libraries_& frameworks.list
Pandas
NumPy
Matplotlib
SciPy
OpenCV
PyTorch
FastAPI
MLflow
$ specializations.list
Machine Learning
Medical Physics
Bioinformatics
Image Processing
Data Analysis

tail -f blog.log

# Thoughts on technology, research, and the tools that make our work better.

$ Welcome to My Blog

An introduction to my personal blog where I'll share thoughts on technology, research, and the tools that make our work better.

Jan 8, 2025
2 min read
#introduction
#blog
#technology
Welcome to My Blog

$ Setting Up PyTorch for Medical Imaging Research

A comprehensive guide to setting up PyTorch for medical imaging projects, including GPU configuration and essential libraries.

Jan 7, 2025
2 min read
#pytorch
#medical-imaging
#machine-learning
#research
Setting Up PyTorch for Medical Imaging Research

curl external_content.json

Mechanical Inclination
My personal blog where I review pens, pencils, stationary goods, and share technology projects.

150+ followers across YouTube, Substack, and Instagram

./contact --help

# I'm always interested in discussing new opportunities, research collaborations, or just connecting with fellow tech enthusiasts.

nathanhogg1224@gmail.com