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StanleyChanH/README.md

Hi there! 👋 你好!

I'm Stanley | 我是 Stanley

Data Scientist | Optimization & Control | Game Theory | ML/DL/RL

数据科学家 | 最优化与控制 | 博弈论 | 机器学习/深度学习/强化学习


🧑‍💻 About Me | 关于我

English:

I'm a Data Scientist with expertise in Optimization, Game Theory, and Control Algorithms. My work spans Machine Learning, Deep Learning, and Reinforcement Learning, combining mathematical foundations with practical AI applications. I build intelligent systems that solve complex decision-making problems in finance, robotics, and edge AI.

简体中文:

我是一名数据科学家,专长于最优化设计博弈论控制算法。我的工作涵盖机器学习深度学习强化学习,将数学基础与实际 AI 应用相结合。我构建智能系统来解决金融、机器人和边缘 AI 中的复杂决策问题。


🎯 Expertise | 专业领域

📐 Optimization

最优化

Convex Optimization Nonlinear Programming Portfolio Optimization

凸优化 非线性规划 投资组合优化

🎲 Game Theory

博弈论

Nash Equilibrium Mechanism Design Multi-Agent Games

纳什均衡 机制设计 多智能体博弈

🎛️ Control

控制算法

Optimal Control MPC / PID System Identification

最优控制 模型预测控制 系统辨识

🎮 RL

强化学习

Policy Gradient Q-Learning Multi-Agent RL

策略梯度 Q学习 多智能体强化学习

🤖 Machine Learning

机器学习

Supervised / Unsupervised Learning | Feature Engineering | Ensemble Methods

监督/无监督学习 | 特征工程 | 集成方法

🧠 Deep Learning

深度学习

Neural Networks | Computer Vision | NLP / LLM Applications

神经网络 | 计算机视觉 | NLP / LLM 应用


🛠️ What I Build | 开发方向

🎯 AI Agents & Tools

  • Claude Code Skills - Extending AI coding capabilities
  • MCP Servers - Model Context Protocol implementations
  • awesome-claude-data-agents - Data science AI agent team

📱 Edge AI Applications

  • MaixCAM / ESP32 / Jetson - On-device ML
  • Real-time Vision - YOLO, Face Recognition
  • IoT Integration - Smart monitoring systems

📈 Quantitative Finance

  • SharpETF - Portfolio optimization via Sharpe Ratio
  • FUND-SELECTOR-CN - Fund quantitative analysis
  • ai-hedge-fund - AI-powered trading agents

📊 Data Science Tools

  • ABTestCalc - Statistical power analysis
  • Tushare-Finance-Skill - Financial data pipeline
  • ExcelToolsKit - Data processing utilities

📊 GitHub Stats | 统计数据

GitHub Stats Top Languages
GitHub Streak

💻 Tech Stack | 技术栈

📐 Optimization & Control | 最优化与控制

CVXPY SciPy Gurobi Gymnasium

🧠 ML / DL Frameworks | 机器学习框架

PyTorch TensorFlow Scikit Learn Keras

🤖 AI & LLM | 人工智能

Claude OpenAI LangChain YOLO

📊 Data Science | 数据科学

Python Pandas NumPy Streamlit

🔧 Tools & Platforms | 工具与平台

Git Docker Linux Jetson


🌐 Connect | 联系方式

GitHub Gmail


💡 "Optimizing Decisions, Modeling Interactions, Controlling Futures"

💡 "优化决策,建模博弈,掌控未来"


⭐️ From StanleyChanH

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