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Ricky042/README.md

Hi, I'm Eric Berg 👋

CS grad from the University of Melbourne building things at the intersection of machine learning, computer vision, and full-stack software.

I'm actively looking for graduate / junior roles in Melbourne — AI engineering, data science, software engineering, or computer vision. Open to a chat.

🔧 What I build

  • 🎥 Computer vision pipelines — real-time object detection, custom YOLO training, spatial analytics
  • 📊 Predictive ML models — sports forecasting, Elo ranking systems, probabilistic modelling
  • 🌐 Full-stack web apps — React / Node.js / PostgreSQL, deployed on AWS
  • 🤖 RL agents — PyTorch-based bots for strategy games

📌 Highlighted Projects

🏀 BallVision — Real-Time Basketball Computer Vision

End-to-end CV pipeline for player and ball tracking across full match footage. Custom YOLO models, CVAT annotation workflows, top-down court visualisation.

📊 MarchMadness2026 — Sports Prediction System

Kaggle competition entry. Custom Elo-based ranking, feature engineering on 40+ years of data, probabilistic outcome modelling that outperformed public betting baselines.

🌐 MarkingApp — Full-Stack Deployed Web App

Production app for managing university marking workflows. React + Node.js + PostgreSQL + AWS. Rubrics, analytics dashboards, and automated email notifications.

🃏 GTO3 — PokerHack 2025 Winner

Hackathon-winning poker bot applying game theory optimal strategies via probability-based decision trees. Won PokerHack 2025 hosted by HackMelbourne.

🛠 Tech Stack

Python JavaScript SQL React Node.js PostgreSQL AWS Docker YOLO OpenCV scikit-learn PyTorch pandas

📫 Get in Touch

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  1. WesleyJuraschek/BALL_VISION WesleyJuraschek/BALL_VISION Public

    Computer vision system for real-time basketball analysis. Processes match footage frame-by-frame to detect players and the ball, classify players into teams using jersey colour clustering, determin…

    Python 1

  2. MarkingApp MarkingApp Public

    A production-deployed full-stack web application for managing university marking workflows. Built to handle the coordination overhead between markers, subject coordinators, and students — rubric co…

    JavaScript 1

  3. KaggleMarchMadness KaggleMarchMadness Public

    Kaggle competition entry — probabilistic prediction system for the 2026 NCAA March Madness tournament. Trained on historical data spanning 40+ years, with a custom Elo ranking engine and feature en…

    Jupyter Notebook

  4. GTO3 GTO3 Public

    Forked from jeremlll/gto3

    Hackathon-winning poker bot applying Game Theory Optimal (GTO) strategy via probability-based decision trees. Built for PokerHack 2025 hosted by HackMelbourne. Competed against bots from all partic…

    Python