Data Science & Systems Engineering

Agassi Boonprasert

B.S. Data Science candidate at NJIT. Building machine learning pipelines, full-stack applications, and private cloud infrastructure.

Rutherford, NJ a@agassi.cloud

About

Education & Background

New Jersey Institute of Technology

B.S. in Data Science

Sep 2022 – Dec 2026 (Expected) | Newark, NJ

Focused on machine learning, statistical methods, and full-stack development. Coursework includes Applied Data Science, Machine Learning, and Statistical Methods in Data Science.

Bloomberg Market Concepts Certified

Languages

English (Native) Thai (Native)

Certifications

Bloomberg Market Concepts (BMC) — Feb 2024

Portfolio

Featured Projects

ML / Deployment Spring 2026

Insurance Premium Predictor

Python, XGBoost, scikit-learn, Streamlit, Hugging Face Spaces

End-to-end XGBoost regression pipeline on 200k-row dataset achieving validation RMSE of 843.83. Features 27 engineered temporal/cyclic features and deployed Streamlit app with uncertainty bands.

Statistics Spring 2026

Wine Cultivar Classification

R (MASS, class, e1071, randomForest)

Comparative study across LDA, KNN, SVM, and Random Forest achieving 100% test accuracy. Identified top 5 chemical predictors using variable importance analysis.

View Report (PDF) NJIT MATH 478
Full-Stack Apr 2026 – Present

Bionic Reader

Python, FastAPI, SQLite, JavaScript, Nginx, systemd

Reading utility with TTS, Pomodoro timer, and customizable typography. Features 18+ REST endpoints, JWT authentication, and privacy-conscious analytics pipeline.

Infrastructure Dec 2025 – Jan 2026

Private Cloud VPN & Infrastructure

Linux, WireGuard, Nginx, Self-hosted Ubuntu Server

Provisioned independent cloud server with WireGuard VPN tunnel framework. Consolidated deployments with minimal resource footprint and optimized routing latency.

Expertise

Technical Skills

Programming

Python R JavaScript SQL Bash LaTeX

ML & Statistics

XGBoost scikit-learn LDA KNN SVM Random Forest

Infrastructure

Linux WireGuard Nginx systemd Git

Frameworks

FastAPI uvicorn Streamlit SQLite

Text Extraction

trafilatura BeautifulSoup lxml PyMuPDF

Financial

Bloomberg Terminal Quantitative Analysis

Writing

From the Blog

Thoughts on data, systems, and everything in between.

Get In Touch

Let's Connect

Have a project in mind? Send me a message.

a@agassi.cloud