open-platform-related development and planning. During my time pursuing a Master's degree in Information Management at National Chiao Tung University, I delved into deep learning and its applications in finance. My research culminated in a thesis on multi-modal deep learning for semantic models in stock trading strategies. Throughout my graduate studies, I actively participated in various competitions and received accolades for my contributions." 現任職於聯發科技第五年，擔任相機資深軟體工程師暨人像模式之功能

readable code utilizing Flask, SQLAlchemy, Requests, and Pandas. Looking to leverage solid AWS, Python, Docker and API development skills to take on new challenges in a quality-driven organization 十一月一月 2022 Software Engineer Kuchi Technology Developed and maintained a robust 24/7 Taiwan futures trading system with no downtime over 12 hours for 12 consecutive months. Developed over 10 web scraping services using Python including Requests, BeautifulSoup and Selenium to extract data. Expert in data cleaning and data mining using Python libraries like Pandas, NumPy and Matplotlib Developed dozens of trading strategies

大學 (National Chi Nan University~學士 Bachelor 國立暨南國際大學 (National Chi Nan University~畢業論文 〈運用多樣移動平均線結合演化計算實現動態交易策略〉 “Dynamic Stock Trading Strategy Based on Various Moving Average with Meta-heuristic Algorithm” 國際論文 IEEE SMC 2015 〈基於創新的風險評估策略並結合基因演算法解決投資組合最佳化問題〉 “Portfolio Optimization

systems and term arbitrage strategies: Implemented term arbitrage strategies using WebSocket technology to monitor market quotes in real-time, significantly enhancing the speed of data updates and system response compared to traditional polling methods. Processed time-series data using pandas to accurately analyze and predict market trends, dynamically adjusting trading algorithms to optimize the risk and return of investment portfolios. Quantitative Researcher at Algoreality. , JanDec 2022 Designed a grid trading robot using Python multithreading technology and asyncio for efficient asynchronous calls to the Binance API, significantly enhancing the execution speed of trading commands and the overall system

SQL. Statistics Analysis : Variance analysis, regression analysis, logistic regression analysis, principal component analysis. Hands-on Data type : Numerical data, time series data, categorical data, text data, imbalance data. Languages Mandarin, English Experience Data Analyst - skymirror co.，AprMaydata modelling Make statistical model for daily or long term trading strategy of Taiwan, China, US future market, and oversea financial derivatives. Reviewing and improving the model. Applying financial indicator or machine learning e.g. Xgboost and RNN to predict market. And improve the model. Study new technical about deep learning or mathematical algorithm

方彥智 目前職稱 • 城市，TW • [email protected] - Quantitative trading. - International/Taiwan futures trading. - Strategy designing. - Risk management. 交易策略設計 藉由獨特的交易邏輯，滿足客戶帳戶在一定風險底下，追逐需求報酬；並藉由優化、改良、分散風險等方式，降低客戶帳戶風險、進而提升獲利與穩定性。 風險

adding symbol, exchange, or different bar for different trading systems. Develop new architecture for high frequency trading. Risk-management detection mechanism for existing trading systems. Refactor trading system for more c lean architecture. Co-work with trader and machine learning engineer to design and implement new strategies for trading systems. Use Amason EKS for system devops. Use Cloudwatch and Slack for system warning mechanism and setup strict Risk-management rule for portfolio management. Recently become back-end leader Results CTA Trading System Maker strategy Trading System Hedger strategy Trading System High-Frequency Trading