Ignatius Martin

I design and build software that solves real problems — from distributed systems to delightful user interfaces.

Ignatius Martin
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Building things that
actually matter.

I'm a Computer Science student at the University of Florida, drawn to the intersection of systems thinking and elegant product design.

Whether I'm optimizing a backend service or obsessing over UI interactions, I care deeply about the craft behind software. I thrive in environments where ideas move fast and quality still matters.

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Projects shipped
UF
University of Florida
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Students mentored
0
Expected graduation

Where I've Worked

Jun – Aug 2026
Citi · Tampa, FL
Application Development Summer Analyst

Jun – Aug 2025
Narb · Lewes, DE
Mobile Application Developer Intern

Architected cross-platform modules in React Native, TypeScript, and Convex for a product serving 5K+ monthly active users. Cut crash rates 15% through state optimization and CI/CD-integrated profiling. Drove a 25% faster SDLC velocity across 20+ deployed features using Agile/Scrum and TDD with 95% test coverage.

Jan 2025 – Present
Data-Driven Humanities Research Group · UF
Machine Learning Researcher

Developing deep learning pipelines with TensorFlow/Keras, reaching 92% accuracy on linguistic pattern recognition over 100K+ records. Improved Precision/Recall by 18% via tokenization optimization and deployed three end-to-end ML prototypes with scikit-learn, improving inference speed 40%.

Jul – Dec 2024
Vorkinsta · Tampa, FL
Web Developer Intern

Reduced page load time 32% on a React SaaS product via lazy loading and dependency trimming. Built responsive UIs with Tailwind CSS that drove a 45% lift in user engagement. Integrated CI/CD pipelines using Docker and GitHub Actions, cutting deployment friction by 60%.

Selected Projects

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Campus Compass

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Scalable cloud-native platform with 99.5% uptime, powered by containerized microservices and AWS IAM security. Enhanced data throughput by 60% via async RESTful integrations and a Redis caching layer.

Python ReactJS Flask MongoDB AWS Redis

MyStok

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Stock recommendation app that scores equities across momentum, stability, income, and value factors. Users select sector, risk level, and duration to receive up to 5 ranked picks from 62+ stocks across 7 sectors, refreshed nightly via yfinance.

Python React FastAPI SQLite

NBA Match Predictor

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Predictive model using a hybrid CNN–LSTM architecture, achieving 68% validation accuracy through rigorous cross-validation tuning on historical NBA game data.

PyTorch Neural Networks Pandas scikit-learn

EdgeIQ

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NBA player prop analysis tool featuring distribution modeling, expected value calculation, line movement tracking, and an AI-powered chat assistant for edge identification.

Python JavaScript Distribution Modeling AI

Tools of
the trade.

Languages
Python JavaScript / TypeScript C C++ Java Swift SQL R Bash
Frameworks & Libraries
React React Native Node.js Flask FastAPI PyTorch TensorFlow Keras Pandas scikit-learn Tailwind CSS
Cloud & Tools
AWS (EC2/S3/IAM) Docker Kubernetes Git CI/CD Linux Redis Firebase MongoDB

Let's build something
together.

I'm open to internships, research collaborations, and interesting side projects. Drop me a line.

Say hello →