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MARIO CAMARENA

GET RESUMETHESIS
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BIO.2026
ABOUT — README.md
BACKGROUND

M.S. Computer Science @ UTRGV (Expected May 2027). I've been building systems since I was about 10, custom PCs and hardware.

RESEARCH

I'm an AI Research Assistant at UTRGV MECIS (NSF CREST). I lead AD-SAM, a dual-encoder urban-scene segmentation model: +29% accuracy improvement, using a deformable decoder + hybrid losses. I also did a Summer 2024 ML REU at UC Riverside, benchmarking segmentation baselines.

Current focus: my Master's thesis on NASA-funded AAM flight-graph security, modeling flight operations as graphs and studying how to detect and reduce security risks in those systems.

PRODUCTS

STABLES: project lead + lead developer for a parking app managing 800+ spots across 3 lots (live availability + reservations). Built the Node/Express + PostgreSQL backend.

This portfolio: Next.js + TypeScript + PostgreSQL contact pipeline with an admin dashboard.

SKILLS
PYTHONTYPESCRIPT/JAVASCRIPTDARTC++RUSTPYTORCHTENSORFLOWCUDANEXT.JS/REACTFLUTTERNODE/EXPRESSTAILWINDFRAMER MOTIONPOSTGRESQLGIT/GITHUBGCPLINUX
cat ~/README.md
PROFILE — TERMINAL
profile.png
Mario Camarena
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role:Graduate Research Assistant
location:UTRGV, Texas
focus:ML, Computer Vision, AAM Security (GNNs)
status:Open to opportunities
mario@portfolio:~$
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PORTFOLIO.2026
PROJECT 01AD-SAM
AD-SAM Urban Scene Segmentation

AD-SAM Urban Scene Segmentation

Led custom AD-SAM dual-encoder effort achieving 29% improvement in urban-scene segmentation for autonomous driving. Implemented deformable decoder with hybrid loss (Focal, Dice, Lovász, Surface). Pending publication on IEEE-T-ITS.

PyTorchComputer VisionSAMResNet50+1
PROJECT 02STABLES
STABLES - Campus Parking Management

STABLES - Campus Parking Management

Led 4-person team delivering cross-platform mobile app managing 828 parking spots across 3 campus lots with simulated real-time updates. Features Mapbox integration, GPS positioning, atomic spot-claiming operations, and a Python simulation script with realistic occupancy patterns.

FlutterNode.jsPostgreSQLPython+3
PROJECT 03HACKATHON
Hackathon 2025 WINNER - Coffee Outlier Detection

Hackathon 2025 WINNER - Coffee Outlier Detection

Built an ML pipeline for detecting outlier coffee roast profiles using sensor data analysis. Completed in 24 hours including a 2-page research paper submission.

PythonMachine LearningData AnalysisPandas
PROJECT 04ALEXANDERONLINE
AlexanderOnline - Freelance Work

AlexanderOnline - Freelance Work

Commissioned to build a custom portfolio website inspired by early 2000s video game console UIs. Features retro-styled navigation menus, nostalgic visual effects, and interactive elements reminiscent of PlayStation 2 and Xbox dashboard interfaces, all built with modern web technologies.

Next.jsTypeScriptPostgreSQLTailwind CSS
PROJECT 05HARDWARE
Custom PC Builds & Mobile Device Repair

Custom PC Builds & Mobile Device Repair

Independent consulting business providing custom PC assembly, component selection, and performance optimization services. Specialized in gaming builds, workstation configurations, and mobile device repair with focus on cost-effective solutions and customer education.

Hardware AssemblySystem OptimizationTroubleshootingCustomer Consultation
PROJECT 06PORTFOLIO
Interactive Portfolio Website

Interactive Portfolio Website

This site! Built with a monochrome aesthetic featuring ASCII art backgrounds, text scramble animations, dithering shader effects, and terminal-styled components. Includes a PostgreSQL-backed contact form with an admin dashboard.

Next.jsTypeScriptTailwind CSSFramer Motion+2
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MSG.2026
CONTACT — FORM
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