Available for Opportunities

Hi, I'm Luke Caprio

Computer Science and Mathematics student at the University of Miami passionate about machine learning, data science, and building intelligent systems.

3.81 GPA
2026 Graduation
Luke Caprio

Background

I'm a dual-major in Computer Science and Mathematics at the University of Miami, with a minor in French. My work sits at the intersection of machine learning, statistical modeling, and software engineering.

I've built deep learning models for medical signal classification, developed agentic AI systems for voice-based workflows, and trained large language models on complex reasoning tasks. I'm driven by the challenge of turning mathematical concepts into systems that solve real problems.

When I'm not coding or working on ML projects, you'll find me diving into music, movies, and sports. I write about these topics regularly, bringing the same analytical lens I use in my technical work to explore what makes great art and compelling competition.

Currently seeking opportunities in machine learning engineering, data science, and AI research for Summer 2026 and beyond.

🎓

Presidential Scholar

$15,000/semester merit scholarship

🏆

4x Provost's Honor Roll

Consistent academic excellence

☁️

AWS Trained

Cloud Computing Training

Where I've Worked

Retentive Labs

AI Software Engineering Intern

Remote
  • Developed agentic AI tools for multimodal and voice-based interaction workflows
  • Designed and refined Retell AI call flows to improve autonomous voice-agent behavior and reliability
  • Contributed to full-stack development, assisting with frontend interface design and system-level workflow logic
  • Developed internal scripts and reusable templates that accelerated agentic feature development
JavaScript Python AWS SQL Agentic AI
May 2025 – Aug 2025

Outlier

Freelance AI & ML Trainer

Remote
  • Trained advanced generative AI models in coding and math, developing test cases and detailed feedback to improve model accuracy
  • Evaluated and optimized code generated in Java, Python, JavaScript/TypeScript, and C++
  • Contributed to improving LLM performance on complex reasoning and code generation tasks
Python Java JavaScript C++ LLM Training
Jun 2024 – Present

Featured Work

🫀

Deep Learning ECG Classification

Research project implementing and comparing MLP and CNN architectures for classifying cardiac abnormalities from ECG signals using the MIT-BIH Arrhythmia Database.

91.4% CNN Accuracy
3,842 ECG Samples
5 Classes
PyTorch CNN MLP NumPy
View on GitHub
🏥

Metro Health Patient Care System

Full-stack hospital management system built entirely through AI-driven prompt-based development. Features patient portals, staff workflows, real-time alerts, and HIPAA-compliant architecture.

10K+ Lines of Code
100+ Files
React NestJS PostgreSQL Prisma
View on GitHub Watch Demo
🔢

K-Means + KNN Digit Recognition

Research project exploring handwritten digit classification using K-Means clustering to enhance KNN performance. Includes comprehensive 12-page research paper.

~98% Accuracy
MNIST Dataset
12pg Paper
scikit-learn K-Means KNN TensorFlow
View on GitHub Read the Paper

Academic Writing

📄

Efficient Digit Recognition Using K-Means Clustering and K-Nearest Neighbors

A hybrid ML model achieving 98% faster classification speed while maintaining 92% accuracy on MNIST handwritten digits.

2024
Read Paper
📝

Le faux noble et le vrai bonheur dans Le Bourgeois gentilhomme (French)

A literary analysis of Molière's comedy exploring how the pursuit of social status leads to absurdity, while true happiness comes from honesty and love.

2025
Read Essay
📄

La ville intelligente et IA à Paris : innovation ou précipitation ? (French)

A research-based analysis of how artificial intelligence is shaping Paris as a "smart city," weighing innovation and efficiency against ethical concerns like algorithmic surveillance, weak public accountability, and limited citizen participation.

2025
Read Paper

Technical Toolkit

Languages

Python Java JavaScript/TypeScript C SQL R

ML & Data Science

PyTorch TensorFlow Keras scikit-learn Pandas NumPy

ML Techniques

Deep Learning (MLP, CNN) KNN SVM PCA Linear & Nonlinear Regression

Tools & Platforms

Git React AWS (Lambda, S3, IAM) Agentic AI Systems Multimodal/Voice AI

Languages (Human)

English (Fluent) French (Advanced)

Relevant Coursework

Machine Learning Software Engineering Real Analysis Linear Algebra Probability & Statistics Multivariate Stats

Academic Background

University of Miami

B.S. Computer Science & B.S. Mathematics

Minor in French

Presidential Scholarship ($15,000/semester)
4x Provost's Honor Roll
Florida Bright Futures Scholarship
3.808
Cumulative GPA

Expected May 2026

Let's Connect

Get in touch

I'm currently looking for opportunities in machine learning, data science, and software engineering. Whether you have a question or just want to say hi, I'd love to hear from you.

Open to Opportunities

I'm actively seeking internships and full-time positions in ML engineering, data science, and AI research. Let's build something together.

Send me an email