π» Computer Science Student | ML Researcher | DevOps & Embedded Systems Enthusiast
π Marine Corps Veteran | π Texas
Iβm 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.
π Distributed ML Research β Optimizing AI model inference on Jetson & Pi clusters.
π©» Fracture Detection CNN β Trained a TensorFlow model to analyze X-ray images.
π MLflow Experimentation Server β Running JupyterLab + MLflow on a dedicated ML rig (RTX 4080).
βοΈ Self-Hosted DevOps Stack β Managing cloud infrastructure & databases with Docker & Proxmox.
π Current Projects
- π DeepLabv3-VOS β Researching video object segmentation for Cloudsys Lab at UTSA.
- π₯οΈ Deeplabv3-Pi-Test β Optimizing DeepLabV3 for Raspberry Pis, as the full VOS variant was too heavy.
- π YOLOv8-Vehicle-Analysis β Deep Learning research project analyzing vehicle detection and tracking.
- π οΈ raspberrypi-lab-setup β Ansible playbooks to automate lab setup, installations, and configurations.
π Currently Learning
π Coursera: Machine Learning Specialization
- β
Advanced Learning Algorithms (Completed)
- β
Supervised Machine Learning: Regression and Classification (Completed)
- π§ Unsupervised Learning, Recommenders, Reinforcement Learning (In Progress)
π οΈ Boot.dev Backend Developer Courses
- β
Learn to Code in Python (Completed)
- β
Learn Linux (Completed)
- β
Learn Git (Completed)
- β
Build a Bookbot (Completed)
- β
Learn Object-Oriented Programming (Completed)
- π§ Build Asteroids (In Progress)
- π§ Learn Functional Programming (In Progress)
π Education
π University of Texas at San Antonio β B.S. in Computer Science, December 2024
π Current Courses:
- Deep Learning
- Distributed Systems
- CURE - CS Course-Based UG Research
- Undergraduate Reseach at Cloudsys Lab
π Completed Courses:
- Artificial Intelligence
- Machine Learning
- Data Mining
- Data Science
- Embedded Systems
π GitHub: github.com/Foley-ops
π LinkedIn: linkedin.com/in/nicholasmfoley