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Foley-ops/README.md

πŸ‘‹ Hi, I'm Nicholas Foley

πŸ’» Computer Science Student | ML Researcher | DevOps & Embedded Systems Enthusiast
πŸŽ– Marine Corps Veteran | πŸ“ Texas

I’m a final-year Computer Science student at UTSA with a focus on AI, distributed systems, and edge computing,
actively pursuing graduate studies in machine learning and distributed computing.
My work bridges machine learning, DevOps, and embedded systems, leveraging high-performance computing and cloud automation to optimize AI workflows.

πŸ”¬ Research & Projects

πŸš€ Distributed ML Research – Optimizing AI model inference on Jetson & Pi clusters.
🩻 Fracture Detection CNN – Trained a TensorFlow model to analyze X-ray images.
πŸ“Š MLflow Experimentation Server – Running JupyterLab + MLflow on a dedicated ML rig (RTX 4080).
☁️ Self-Hosted DevOps Stack – Managing cloud infrastructure & databases with Docker & Proxmox.

πŸ“Œ Current Projects
  • πŸš€ DeepLabv3-VOS – Researching video object segmentation for Cloudsys Lab at UTSA.
  • πŸ–₯️ Deeplabv3-Pi-Test – Optimizing DeepLabV3 for Raspberry Pis, as the full VOS variant was too heavy.
  • πŸš— YOLOv8-Vehicle-Analysis – Deep Learning research project analyzing vehicle detection and tracking.
  • πŸ› οΈ raspberrypi-lab-setup – Ansible playbooks to automate lab setup, installations, and configurations.

πŸ› οΈ Tech Stack

Languages:
Machine Learning Frameworks:
Databases:
DevOps & Containers:
Operating Systems & Tools:
Embedded & Edge Computing:
Web Development:
Reporting & Documentation:

πŸ“š Currently Learning
πŸŽ“ Coursera: Machine Learning Specialization
- βœ… Advanced Learning Algorithms (Completed)  
- βœ… Supervised Machine Learning: Regression and Classification (Completed)  
- 🚧 Unsupervised Learning, Recommenders, Reinforcement Learning (In Progress)  
πŸ› οΈ Boot.dev Backend Developer Courses
- βœ… Learn to Code in Python (Completed)  
- βœ… Learn Linux (Completed)  
- βœ… Learn Git (Completed)  
- βœ… Build a Bookbot (Completed)  
- βœ… Learn Object-Oriented Programming (Completed)  
- 🚧 Build Asteroids (In Progress)  
- 🚧 Learn Functional Programming (In Progress)  
πŸŽ“ Education

πŸŽ“ University of Texas at San Antonio – B.S. in Computer Science, December 2024
πŸ“š Current Courses:

  • Deep Learning
  • Distributed Systems
  • CURE - CS Course-Based UG Research
  • Undergraduate Reseach at Cloudsys Lab

πŸ“Œ Completed Courses:

  • Artificial Intelligence
  • Machine Learning
  • Data Mining
  • Data Science
  • Embedded Systems

πŸ“Š GitHub Stats




✍️ Dev Quote

πŸ” Top Contributed Repo

πŸ“« Let's Connect

πŸ“ GitHub: github.com/Foley-ops
πŸ”— LinkedIn: linkedin.com/in/nicholasmfoley

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