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donghui-0126/README.md

안녕하세요! 👋 Welcome my Github

I'm interested in Algorithm Trading, AI, Data Analysis, Julia, Rust and passionate about learning itself.

Interest

  • Algorithm Trading
  • Constuct HFT Platform

KeyWord: AI, Algorithm-Trading, Data-Analysis, HFT

2025 Plan

  1. AMuReDoTrade project - [In Private Repository]
    • Algorithm Trading
    • Build HFT
    • In Upbit, Bithumb, Coinone, Binance... Tuple{_OrderInfo, AbstractExchange}
  2. Trading
    • Arbitrage
    • Stat-Arb
    • Market Making
    • Build My Own Research Pipeline
  3. Study C++
    • Build custom Websocket/Rest Library
    • Becoming a c++ Professional
  4. Study BlockChain
    • Mev
    • Arbitrage
    • Defi
    • Smart Contract
    • Rust, Solidity.. <- I think If i'm good at cpp, i could Rust well

Project

  • What is important Stats in NBA? (2022)
  • Dacon: Lettuce Growth Forecast AI(2022)
  • Sentiment Analysis by BERT (KHUDA 3nd, 2023)
  • Virtual Trading Based on TA (KHUDA 3nd, 2023)
  • Predict Resell Price of Shoes By KREAM (2023)
  • Machine-Learning-for-Factor-Investing (2023)
  • RL Scalping Agent (2023~)
    • Chart env Construction GO!
    • gym-Chart-env tuning GO!
  • Causal Inference: Factor of Happiness (2024)
  • AI4Trading (2024 | In Private Repository)

Code Archive

  • Open_CV Practice GO!
  • Baekjoon Algorithm Study GO!
  • Machine Learning/Deep Learning GO!
  • RL Algorithm GO!
  • Data Structure GO!
  • Operation Research Practice GO!
  • Django Practice GO!
  • Hello, Rust-World! Go!
  • Hello, Julia-World! Go!

Research

  • Hyeong-jin Son, Lim Donhui, & Young-woo Han. (2023). Reinforcement learning portfolio optimization based on portfolio theory. 한국정보처리학회 학술대회논문집, 30(2), 961-962.
  • KHU AIMS LABS Undergraduate researcher (2024.01~)
    • Optimizing Combinations with Reinforcement Learning (TSP, VRP)
  • 모두의 연구소 PISTAR LAB (2024.03~)

Award

  • 금융보안원, [FSI Data Challenge 2023] 트랙B '지역별 라이프스타일 분석을 통한 전기차 구매 고객 예측', 우수상 (2023.10)
    • Prediction of EV Purchasing Customers through Regional Lifestyle Analysis
  • World Quant, Alphaton-[Korea Partner], 3등 (2023)
  • BDA X ASCEND 비트코인 변동성 예측 공모전, 우수상 (2024)
    • Prediction of bitcoin Volatility
  • Jane Street, Real-Time Market Data Forecasting Competition on Kaggle, Bronze Medal in Public Score (2025.01)

Experience

  • 경희대 데이터분석/AI 동아리 KHUDA 3기(Financial Track) 수료 (2023.01-2023.07)
    • KHU Data Analysis/AI Club
  • 경희대 데이터분석/AI 동아리 KHUDA 4기(Financial Track) 수료 (2023.08-2023.12)
    • KHU Data Analysis/AI Club
  • 금융공학 학회 UFEA 36기
    • Study Financial Engineering
  • KHU AIMS LABS Undergraduate researcher (2024.01~08)
  • 모두의 연구소 PISTAR LAB (2024.03~08)
    • Study Algorithm Trading With AI

개발방법

  • 객체별로 단위테스트를 진행해야함.
  • 들어오는 데이터의 타입과 형식을 명확히해야함.
  • 들어오는 데이터를 어떤 흐름으로 처리할 것인지 알아야함
    • 처리하는 데이터 log의 흐름은 어떻게 될지, 얼마나 log를 생성할지 정해야함.
  • 내부적으로 객체를 관리하기 쉬운 형식을 정할 것인지 알아야 함.
  • 만약 에러가 난다면 어떻게 처리할 것인지 알아야 함.
  • 변수명, 함수명은 어떤 형식을 취할 것인지 정해야함.
  • 같은 단계의 객체가 수정된다면 side effect를 꼭 고려해야함. (항상 TODO에 남기거나 해당 부분에 대해서 commit을 단위별로 하기?)
  • 내가 타협한 부분을 정확히 메모하고 해당 부분으로 발생할 Effect를 명확히 인식하고 코딩하기 (타협한 이유와 해당 부분으로 발생할 장/단점이 모두 있어야함)
  • FSM 쓸거면 쓰기전에 잘 정리하고 쓰자
  • 콜백은 성능이 필요하다면 지양하자(굳이 함수콜 하기보다는 바로 실행하기) 차라리 코루틴을 고려해보자
  • 넘어간 버그는 반드시 발생한다.

Email: lukedonghui@gmail.com

Pinned Loading

  1. crypto-scalping-RL-Agent crypto-scalping-RL-Agent Public

    Jupyter Notebook 1

  2. mini-project mini-project Public

    대단하진 않지만 소소하고 재밌는 개인/팀 프로젝트

    Jupyter Notebook 2

  3. Reinforce-Learning Reinforce-Learning Public

    Jupyter Notebook

  4. machine-learning machine-learning Public

    머신러닝 공부 기록장

    Jupyter Notebook

  5. Machine-Learning-for-Factor-Investing Machine-Learning-for-Factor-Investing Public

    Jupyter Notebook 1

  6. Gym-Trading-Env Gym-Trading-Env Public

    Forked from ClementPerroud/Gym-Trading-Env

    A simple, easy, customizable Gymnasium environment for trading.

    Python 1

0