RYAN GINSBURG
High-energy high school senior passionate about code, AI, and research. I build full-stack apps, develop machine-learning models, and create tools used by students, seniors, and community groups.
From AI research at NYU and Binghamton to financial-literacy apps and ML-driven stock-market engines, I focus on one goal: turning technical ideas into meaningful, measurable impact.


Current Toolbelt
Languages:
Tools & Frameworks:
GIT, GitHub, scikit-learn, Optuna, Nmap, Wireshark, REST APIs, SQLite, Flask, Jinja
Python, Java, JavaScript, SQL, HTML, CSS
Platforms & Concepts:
AWS, Linux, Networking, Encryption Protocols, Cybersecurity, LLMs, ML pipelines, Prompt Engineering, CI/CD
Professional Skills:
Communication, collaboration, project management, problem-solving, time management, organization
Featured Projects
Stock-Market Multi-Strategy Engine
Digital Minds Social Platform
Developed a mock social-networking site with secure authentication, messaging, account registration, password resets, and custom profile creation.
Tech includes Flask, Python, SQL, CSS, and JavaScript.
Outperformed buy-and-hold by 3.6% over 60 days while engineering an adaptive ML trading system for 30+ NASDAQ stocks.
Built with k-fold validation, technical indicators, Optuna optimization, and a multiprocessing strategy engine.
Generated and evaluated 50,000+ strategies with real-time portfolio testing.
AI-Driven Cybersecurity Research
Conducted award-winning cybersecurity research at NYU Tandon (1st place in national CS4CS program).
Compared ML models across custom EDR/XDR datasets, built parallel datasets from real-world security logs, and measured accuracy, precision/recall, and ROC-AUC for common cyber threats.
Research submitted for review at the International Journal of Information Security.
Professional Experience
Casharoo — Co-Founder & Lead Developer
Built a gamified financial-literacy platform used by 436+ users with modules for budgeting, saving, credit building, and investing.
Designed behavior-tracking engines, scoring systems, and user-feedback loops.
Created front-end and back-end infrastructure, incorporated real-time lessons, and supported daily user engagement.
AI Research Assistant — Binghamton University (Professor Guo)
Validated LLM scoring data across 546 non-small-cell lung-cancer drug abstracts, analyzing accuracy and failure modes.
Labeled datasets, evaluated predictive models, and contributed to ongoing lab research.
Produced a false-positive audit report to support future model development.
Vantage AI — AI Intern
Built drag-and-drop LLM fine-tuning pipelines, created a full-stack social-media-based LLM model that mimicked user “voice,” and integrated scraping, SQL, and database systems into production-ready demos.
DIYSE (Do It Yourself Stock Exchange) — Technology Intern
Automated 130+ CFTC-compliance processes, redeveloped company website using AWS CI/CD, and rebuilt market-data scripts that cut API costs by 65%.
Created machine-learning pipelines for new stock-data retrieval.
Academic Highlights
Rensselaer Medal Award Recipient (40k annual scholarship)
AP Scores: Calculus BC (5), Physics 1 (5), Computer Science Principles (5), Macroeconomics (5)
Honor Societies: Computer Science (President), History (Co-Founder), Math, Science, NHS, English
Business & Economics Competitions —
Personal Finance Challenge — Top 8 Finalist (300+ teams)
DECA — 2× NY State Qualifier
Adam Smith Economics Competition — NY State Finalist; 1st Place Online Division (2025), Top 4 NY Finals
Science Olympiad — Competed in coding/cybersecurity events (2022–26)
Stock Market Club — Simulated trading research (2022–26)
Physical Education Leaders — Supported students with disabilities in adaptive sports
4.0 GPA
1540 SAT (800 Math, 740 English)
14 AP Classes
200+ Volunteer Hours
Service & Leadership
CTeen Youth Leader
Organized 15+ community-service events.
Сoordinated volunteers, and assembled 400+ gift packages for underserved children and first responders.
Led accessibility initiatives, delivered tech workshops, and recorded 53 audiobooks for visually impaired students.
Bristal Assisted Living — Volunteer
120+ hours supporting senior residents with technology tutoring, tablet setup, game nights, and social programming.
Assisted staff with recreational and cognitive-support activities.
Volleyball — Starting Player & Assistant Coach
Competed in travel volleyball (4 years) and varsity (4 years);
All-Conference junior year. Coached both boys’ and girls’ teams, led practices, and assisted with tournaments.
Over 100 volunteer hours.





