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horse-3903/README.md

Rafael Chong

Typing SVG

From Singapore ๐Ÿ‡ธ๐Ÿ‡ฌ | Training models, solving algorithms, breaking constraints

Email GitHub LinkedIn


๐ŸŽฏ What I Do

I transform raw data into intelligent decisions through machine learning and computer vision. My projects span from autonomous drone navigation systems to optimization algorithms that find the fastest descent paths. Iโ€™m passionate about:

  • ๐Ÿง  Deep Learning: Building and optimizing neural networks for real-world applications
  • ๐Ÿ‘๏ธ Computer Vision: Teaching machines to see and understand visual data
  • โšก Optimization: Solving complex mathematical problems with elegant algorithms
  • ๐Ÿ”Œ Full-Stack Development: From backend APIs to intuitive frontends
  • ๐Ÿš€ Production Systems: Deploying ML models at scale

๐Ÿ† Portfolio Highlights

Project Tech Impact
๐Ÿ“ˆ Minsky Market Sim Python โ€ข NumPy โ€ข Pandas โ€ข Streamlit โ€ข PyTorch Agent-based RL simulation of Minsky's Financial Instability Hypothesis โ€” endogenous leverage cycles, margin calls, and market crashes
๐Ÿš NTU UAV Research Python โ€ข Deep Learning โ€ข OpenCV Real-time obstacle detection for autonomous drones using depth estimation
๐Ÿค– Adaptive CV ROI Python โ€ข YOLOv11 โ€ข PyTorch Lightning-fast object detection model with automated training pipeline
๐Ÿงฎ Fastest Descent Simulation C++ โ€ข Evolutionary Algorithms Optimized path-finding using genetic algorithms and calculus
๐ŸŽต YTMusicAPI JavaScript โ€ข Web Scraping Automated metadata extraction for 1000s of music files
๐Ÿ“… Timetable Generator Python โ€ข Web APIs โ€ข Google Calendar Intelligent scheduling system with calendar integration
๐Ÿง  ML Non-Convex Optimization Python โ€ข TensorFlow โ€ข Research Novel approaches to optimizing non-convex functions

๐Ÿ’ก Technical Toolkit

# Languages I speak fluently
languages = {
    "primary": ["Python", "C++", "JavaScript/TypeScript"],
    "secondary": ["C#", "HTML/CSS"],
    "scripting": ["Bash", "PowerShell"]
}

# ML & AI Arsenal
ml_stack = {
    "frameworks": ["TensorFlow", "PyTorch", "scikit-learn"],
    "computer_vision": ["OpenCV", "YOLOv11", "depth estimation"],
    "data_tools": ["Pandas", "NumPy", "Jupyter"]
}

# Web & Infrastructure
web_tech = {
    "backend": ["Node.js", "Django", "Flask"],
    "frontend": ["React", "Bootstrap"],
    "cloud": ["AWS", "Google Cloud", "Firebase"],
    "databases": ["SQLite", "PostgreSQL"]
}

# New Horizons
exploring = ["Flutter", "Mobile Development", "Advanced optimization"]

๐Ÿ“ˆ By The Numbers

๐Ÿ“Š Quick Stats:

  • ๐ŸŽฏ 31 Public Repositories
  • โญ 21 Starred Projects
  • ๐Ÿค 16 Followers
  • ๐Ÿ† Pair Extraordinaire | Pull Shark ร— 2

GitHub Streak


๐Ÿ› ๏ธ Currently Building...

  • ๐ŸŽจ Exploring Flutter for cross-platform mobile applications
  • ๐Ÿ”ฌ Researching advanced optimization algorithms for non-convex functions
  • ๐Ÿค– Enhancing ML models for real-time computer vision applications

๐Ÿ’ฌ Letโ€™s Connect

Whether youโ€™re interested in:

  • ๐Ÿค Collaborating on ML/CV projects
  • ๐Ÿ’ผ Discussing optimization problems
  • ๐Ÿ“š Sharing knowledge about deep learning
  • ๐ŸŽ“ Open-source contributions

Feel free to reach out! Iโ€™m always excited to work on challenging problems and meet fellow developers.

# Quick summary
echo "Rafael Chong - ML Engineer & Full-Stack Developer"
echo "Location: Singapore ๐Ÿ‡ธ๐Ÿ‡ฌ"
echo "Passion: Making AI practical and efficient"
echo "Status: Open to collaboration & opportunities"

Profile Views

"Code is like humor. When you have to explain it, itโ€™s bad." โ€“ Cory House

โญ Donโ€™t forget to star your favorite projects!

Pinned Loading

  1. adaptive-cv-roi adaptive-cv-roi Public

    Python package to train and deploy YOLOv11 models with adaptive ROI tracking for real-time image processing

    Python 2

  2. ytmusicapi ytmusicapi Public

    JavaScript package for fetching YouTube Music metadata and embedding it into downloaded MP3 files

    JavaScript

  3. fastest-descent-simulation fastest-descent-simulation Public

    Simulation of the Fastest Descent Problem and Optimisation through the Evolutionary Algorithm

    C++ 1

  4. ml-non-convex-optimisation ml-non-convex-optimisation Public

    Research project approximating and optimising non-convex functions using machine learning and evolutionary algorithms

    Python 1 1

  5. NTU-UAV-Research NTU-UAV-Research Public

    Research on obstacle detection and avoidance for DJI Tello drones using deep learning depth estimation and image processing

    Python 1 1

  6. timetable-generator timetable-generator Public

    Forked from HCI-CTP/timetable-generator

    Python package to collect timetable data from aSc Timetable Generators and sync with Google Calendar

    Python 1