Nicolas
Slenko.

— Introduction

Computer Science & Statistics Undergrad @ UF, Aspiring Software Engineer.

Passionate about AI/ML, software engineering, and creating innovative solutions. Currently pursuing Computer Science with a Statistics minor at the University of Florida with a 4.0 GPA 😎.

Nicolas Slenko
203-914-8683
nslenko@ufl.edu
Fairfield, CT

Life in Frames

Multilingual Journey
Multilingual Journey
Nature Hike
Nature Hike
ATV Adventure
ATV Adventure
Kayaking
Kayaking
Gym
Gym
Gaming
Gaming
Guitar
Guitar
Mia
Mia
Multilingual Journey
Multilingual Journey
Nature Hike
Nature Hike
ATV Adventure
ATV Adventure
Kayaking
Kayaking
Gym
Gym
Gaming
Gaming
Guitar
Guitar
Mia
Mia
Multilingual Journey
Multilingual Journey
Nature Hike
Nature Hike
ATV Adventure
ATV Adventure
Kayaking
Kayaking
Gym
Gym
Gaming
Gaming
Guitar
Guitar
Mia
Mia
Multilingual Journey
Multilingual Journey
Nature Hike
Nature Hike
ATV Adventure
ATV Adventure
Kayaking
Kayaking
Gym
Gym
Gaming
Gaming
Guitar
Guitar
Mia
Mia

Projects

AI Resume Analysis Research Project 📄

AI Resume Analysis Research Project

August 2025 – Present

Conducting research with Dr. Armaneet Kapoor on a full-stack platform (Next.js, React, TypeScript) that parses resumes and produces personalized recommendations using historical student data and custom algorithms.

Next.js
React
TypeScript
Node.js
OpenAI
Club Companion – Student & Club Matcher 🤝

Club Companion – Student & Club Matcher 🤝

January 2025 – May 2025

Developed a full-stack platform that matches students with university clubs via personalized discovery. Partnered with university organizations to scale platform access and increase student engagement.

Next.js
FastAPI
PostgreSQL
Docker
TypeScript
REST API
Everyday Object Classification Project 👁️

Everyday Object Classification Project ️

March 2025 – May 2025

Achieved 78.43% test accuracy across 12 classes (+70.87 pp vs. 7.56% baseline) by building and training a CNN with on-the-fly data augmentation in PyTorch/Python. Improved reliability on high-impact classes to 85–89% and accelerated model selection by applying targeted regularization.

Python
PyTorch
CNN
Matplotlib
Computer Vision
Deep Deterministic Policy Gradient Agent ✈️

Deep Deterministic Policy Gradient Agent ️

October 2024 – December 2024

Implemented a DDPG agent in MATLAB to optimize airfoil performance, achieving 50%+ increase in aerodynamic efficiency and 20%+ reduction in drag coefficients using XFOIL and BEM theory.

MATLAB
Simulink
XFOIL
Reinforcement Learning
Deep Learning
Autonomous Vehicle Project with SHPE 🚗

Autonomous Vehicle Project with SHPE

August 2023 – May 2024

Trained traffic-sign and obstacle detectors achieving 80%+ detection accuracy in simulation. Improved decision-making latency by 15% through optimized image preprocessing and classifier tuning.

Python
TensorFlow
Raspberry Pi
Computer Vision
Discord User Enhancement Research Project 🛡️

Discord User Enhancement Research Project ️

June 2022 – May 2023

A research project focused on Discord user experience enhancement by mitigating hate speech with efficient back-end functionalities using Flask. Presented at the 2023 Fairfield University Research Symposium.

Python
Flask
HTML
CSS
JavaScript

Experience

Roblox 🎮 Logo

Roblox - Incoming Software Engineer Intern

Full-time May 2026 – August 2026 San Mateo, CA

Upcoming internship focused on software engineering within the Roblox platform, contributing to scalable systems and innovative features for millions of users worldwide.
Regal Rexnord ⚙️ Logo

Regal Rexnord ️ - Machine Learning Operations Intern

Full-time June 2025 – August 2025 Grafton, WI

Engineered a Python/Snowflake pipeline to unify millions of SAP/Oracle ERP records, improving data quality and cutting manual validation by 80%. Standardized product data across ERP systems, eliminating 20% of duplicate records. Deployed and optimized ML models (HDBSCAN, TF-IDF, Sentence-BERT, RapidFuzz) on Databricks with PySpark, boosting match accuracy by 25% and increasing inference throughput 5×.
Naval Surface Warfare Center 🚀 Logo

Naval Surface Warfare Center - Machine Learning Engineer Intern

Full-time October 2024 – December 2024 Remote

Increased aerodynamic efficiency by 50% by implementing a reinforcement-learning (DDPG) agent in MATLAB for airfoil design optimization. Reduced drag coefficients by 20% through physics-informed reward shaping, integrating XFOIL and Blade Element Momentum (BEM) theory.
LightBox 🌍 Logo

LightBox - Software Engineer Intern

Full-time May 2023 – July 2023 Shelton, CT

Automated data recovery processes with a Python CLI, cutting query execution times by 50%. Developed and deployed geospatial data visualizations using ArcGIS Online, supporting customer-facing analytics and sales operations.

Education & Skills

Aug 2023 – May 2027

University of Florida

Bachelor of Science in Computer Science Minor in Statistics • AI Fundamentals Certificate

GPA: 4.0/4.0

Relevant Coursework

Fundamentals of Machine LearningMachine Learning EngineeringOperating SystemsData Structures and AlgorithmsComputer OrganizationProgramming Fundamentals in Python and C++Discrete MathCalculus 3Linear Algebra with MATLABIntroduction to ProbabilityIntroduction to Statistics Theory

Extracurriculars

  • Deloitte Mentorship Program
  • Society of Hispanic Professional Engineers
  • Autonomous Vehicle Design Team
  • Gator Tech Project Team
  • UF Body Building and Fitness

Languages

PythonC++JavaJavaScriptTypeScriptHTML/CSSMATLAB

Frameworks & Tools

Spring BootFlaskTensorFlowPyTorchKerasReactNext.jsOpenCVVisual StudioPyCharmCLionIntelliJDataGripDockerKubernetesMySQLSnowflakeRepl.itSimulinkXFOILArcGISDatabricksPySpark

Let's Connect

I'm always interested in new opportunities, research collaborations, and exciting projects. Whether you're looking for a machine learning engineer, full-stack developer, or research partner, let's discuss how we can work together.

LinkedIn
203-914-8683
nickslenko@gmail.com