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YLSphere/README.md

πŸ‘‹ Hi, I'm [Yin Lam Lai (Myron Lai)]

πŸŽ“ UC San Diego Graduate
πŸ“Š Major: Data Science | πŸ“ˆ Minor: Business
πŸ’Ό Current: Data Scientist @ OOCL
🌐 Passionate about combining data engineering, ML modeling, and business insight to create scalable, intelligent systems.


πŸ› οΈ Technical Skills

  • Languages: Python, SQL, HTML, CSS
  • Frameworks: PyTorch, Scikit-learn, Dask, Spark, NIXTLA
  • Tools: Git, Docker, MLflow, Jenkins
  • Concepts: Machine Learning, Deep Learning, Generative AI, Timeseries Forecasting, CI/CD
  • Cloud/Data: Databricks

πŸš€ Featured Projects

πŸ“ˆ Options Advisor

An ML-driven short-term options trading system leveraging Polygon.io's minute data and technical indicators.

  • Built a full pipeline: ingestion, feature engineering, labeling, model training, and backtesting
  • Tools: sklearn, joblib, Polygon.io, APScheduler
  • Strategies: SMA/RSI/MACD + Random Forest + Ensemble Voting

πŸ”— GitHub Repo


πŸ’₯ MaxBoomCalculator

Uses computer vision to identify components of a base in a game called Rust through Mask R-CNN

  • Calculates the amount of explosives you need in game to completely destroy the base
  • Tools: Pytorch, pillow, Roboflow

πŸ”— GitHub Repo


🏑 ETHStates

Capstone Project where we created a mock NFT market that transacts in real estates

  • Complete mock back to front deployment on the ERC-721 network
  • Tools: Solidity, Hardhat, HTML, CSS, Typescript, React

πŸ”— Code GitHub Repo
πŸ”— Information Website GitHub Repo


πŸ“¬ Contact Me


🧠 Fun Facts

  • I'm a firm believer in clean code and reproducible research
  • Always curious β€” currently learning about LLM fine-tuning and vector search
  • I am a huge fan of Ultimate Frisbee, completing at national levels

πŸ’‘ β€œTurn data into action, and insight into innovation.”

Pinned Loading

  1. stonk stonk Public

    RandomForestClassifier Model to provide options positions advice for every market day based on Polygon.io data

    Python

  2. DSC180_ethstates DSC180_ethstates Public

    DSC180 Final Project - Blockchain Property platform

    TypeScript 1 2

  3. virtuoso virtuoso Public

    Music guessing game tailored to one's spotify profile

    TypeScript

  4. YuumiCam YuumiCam Public

    I wanted to watch my cat on discord while I was on holiday...

    Python

  5. ethstates_project_website ethstates_project_website Public

    Ethstates Project website

    JavaScript 1

  6. MaxBoomCalculator MaxBoomCalculator Public

    Want to completely foundation wipe someone on rust? Here is the estimated rockets needed to completely wipe their base off the map. Back to the beach!

    Jupyter Notebook