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joshrlowe/README.md

Typing SVG


About Me

class JoshLowe:
    def __init__(self):
        self.location = "Orlando, FL"
        self.education = ["M.S. CS @ UCF", "B.S. CS @ FSU", "B.S. Math @ FSU"]
        self.role = "Research Assistant at AI MIND Lab @ UCF"
        
    def current_research(self):
        return "Fine-tuning VLMs for automated cardiac cine-MRI analysis"
    
    def projects(self):
        return {
            "research": [
                "CardioVLM", 
                "Automated Program Repair", 
                "Federated Learning Privacy", 
                "NutriLLaVA"
                ],
            "web_apps": [
              "jlowe.ai", 
              "SWESphere", 
              "Ace Service Group", 
              "Hacked News"
              ],
            "systems": [
              "Barstool Scheduler", 
              "C Shell"
              ]
        }

Current Research

CardioVLM

Automated Cardiac MRI Analysis with Vision-Language Models

Building VQA systems that enable natural language queries about cardiac function and pathology using the ACDC dataset.

Hugging Face Medical Imaging VLMs VQA

Which LLM Fixes It Best? A Comparative Study

Custom APR tool that accepts a codebase path, error message, and model selection to automatically diagnose and fix software bugs. Benchmarks state-of-the-art LLMs from Anthropic, OpenAI, Google, and xAI on repair success across diverse bug categories to provide actionable guidelines for model selection.

Python OpenAI API Anthropic API Google Gemini API


Past Research

Evaluating Mitigation Strategies for Membership Inference Attacks in Federated Learning

Implements federated learning to train Wide ResNet 28-4 on CIFAR-100 and evaluates differential privacy as a defense against membership inference attacks. Produced counterintuitive findings: DP caused accuracy to drop 86% while attack success increased from 70.6% to 84.3% on overfit models.

Python PyTorch Flower Opacus ART NumPy Scikit-learn Ray


Projects

Multimodal AI for Personalized Recipes

Completed Featured

Large Multimodal Model app that generates personalized recipes from fridge/pantry photos based on dietary goals. Comparative study between LLaVA 1.5 (7B) and 1.6 (34B) revealed upgrading improved success rates from 32.5% to 77.5%, with ingredient hallucination as the key differentiator.

Python PyTorch Hugging Face LLaVA 1.6 Gradio Pillow Google Colab

Professional Marketing Website

Completed

Full-stack marketing website for a PA construction company featuring a striking 3D animated playing card logo using Three.js and React Three Fiber. Includes complete admin dashboard with portfolio management, dynamic services, and contact form submissions with IP-based rate limiting.

Next.js TypeScript Prisma PostgreSQL Three.js GSAP NextAuth Tailwind

Personal Portfolio

In Progress Featured

Full-stack portfolio with immersive "Supernova" space theme featuring Three.js animated starfield and GSAP scroll animations. Includes admin CMS, blog with comments/likes, newsletter subscriptions, and comprehensive testing with 256 E2E tests across 4 browsers using Playwright.

Next.js TypeScript Prisma Three.js GSAP Playwright Jest Tailwind

Full-Stack Social Media Platform

In Progress

Comprehensive Twitter-like platform spanning SvelteKit web, FastAPI backend with Celery workers, and Flutter mobile app with Clean Architecture. Features real-time WebSocket notifications, 12+ language i18n, and security-focused implementation with CSP, CSRF protection, and rate limiting.

FastAPI SvelteKit Flutter PostgreSQL Redis Celery Docker Nginx

Linux Kernel Module

Completed

Multi-part Linux kernel programming project demonstrating custom system call implementation, kernel module development, and concurrent programming. Features bar simulation where customers are seated at tables managed by a waiter kthread with mutex synchronization and procfs state exposure.

C Linux Kernel API Procfs Kthreads Mutex Make

Custom Unix Shell

Completed

Unix shell implementation with tokenization, environment variable expansion, tilde expansion, and PATH-based executable resolution. Supports I/O redirection, command piping (up to two pipes), background process execution, and built-in commands including cd, echo, jobs, and exit.

C GCC Make POSIX Fork File Descriptors

Secure News Aggregation

Completed

Full-stack news aggregator powered by Hacker News API with Auth0 OAuth and role-based access control. Achieved 110/100 Mozilla Observatory score through comprehensive security headers, HTTPS via Certbot, and runs on DigitalOcean with Nginx reverse proxy and cron-based article fetching.

Python Flask SQLite3 Auth0 Nginx Gunicorn Certbot DigitalOcean


Tech Stack

Machine Learning & AI

Web Development

Cloud & DevOps

Tools & Databases


Contribution Graph

Contribution Graph


Education & Experience

EDUCATION
├── M.S. Computer Science @ UCF (2025-2027)
│   └── 4.0 GPA • Research Assistant • AI MIND Lab
├── B.S. Computer Science @ FSU (2019-2023)
└── B.S. Mathematics @ FSU (2019-2023)

EXPERIENCE
├── Research Assistant @ UCF AI MIND Lab
├── QA Engineer Intern @ CSC
└── Tech Lead @ Google DSC FSU
Leadership Experience
  • Tech Lead @ Google Developer Student Clubs - Mentored 40+ students
  • Union Board Policy Chairman @ FSU SGA - Redesigned 100+ page policy manual
  • VP of Programming @ IFC FSU - Managed 1,610 members, co-created $5K scholarship
  • AWS Certified Developer - Associate

Let's build something amazing together.


Pinned Loading

  1. jlowe.ai jlowe.ai Public

    JavaScript

  2. MIA-Mitigation-in-Fed-Learning MIA-Mitigation-in-Fed-Learning Public

    Evaluating Mitigation Strategies for Membership Inference Attacks in Federated Learning

    Python

  3. NutriLLaVA NutriLLaVA Public

    Python

  4. SWESphere SWESphere Public

    Python