Hi there! I'm Yangting SONG (sjkncs)! 👋
🎆 Harbin Institute of Technology (Shenzhen)
🔢 Passionate about Mathematics, Numerical Analysis & Optimization Theory , diving deep into the mathematical principles behind algorithms
🤖 Focused on Artificial Intelligence & Machine Learning , dedicated to changing the world through tech innovation
🧬 Exploring the intersection of AI + Bioinformatics , applying intelligent algorithms to biomedical research
🌿 Currently exploring the frontiers of Ecology & Environmental Science × AI , using computational methods to understand and protect ecosystems
🚀 Aspiring to be a next-gen AI developer, building a smarter and more humane future
"Mathematics is the language of nature, optimization is the key to intelligence, and AI+Bio is the future of scientific discovery."
嗨，你好！我是 Yangting Song （sjkncs）！👋
🎆 哈尔滨工业大学（深圳）
🔢 对 数学、数值分析与优化理论 充满热情，深入研究算法背后的数学原理
🤖 专注于 人工智能与机器学习 领域，热衷于通过技术创新改变世界
🧬 探索 AI+生物信息 交叉领域，致力于将智能算法应用于生物医学研究
🌿 正在探索 生态学与环境科学 × AI 的前沿边界，利用计算方法理解和保护生态系统
🚀 立志成为新一代AI开发者，构建更智能、更人性化的未来
"数学是自然的语言，优化是智能的钥匙，AI+Bio 是科学发现的未来。"
LLM-powered Tools, Quantitative AI, HarmonyOS Apps & Ecology × AI Exploration
LLM驱动的智能工具、量化AI、鸿蒙应用开发、生态学×AI前沿探索
Numerical Analysis, Convex Optimization, Deep Learning Theory, Ecological Modeling & Environmental AI
数值分析、凸优化、深度学习理论、生态建模与环境AI
AI/ML, Quantitative Analysis, HarmonyOS Development & Environmental AI Projects
AI/ML、量化分析、鸿蒙应用开发与环境AI项目
🤔 I'm looking for help with Advanced Optimization Methods, Ecological Data Analysis & AI for Environmental Science
💬 Ask me about Python, LLM Integration, Quantitative Finance, HarmonyOS, Data Processing & AI Research
📫 How to reach me: zhiwaisong@gmail.com GitHub @sjkncs
😄 Pronouns: He/Him
⚡ Fun fact: Math enthusiast who believes optimization is the soul of AI and AI+Ecology will reshape how we protect our planet! 🔢🌿🎆
🤔 正在寻求关于 高级优化方法、生态数据分析与环境科学AI 方面的帮助
💬 欢迎向我咨询 Python、LLM集成、量化金融、鸿蒙开发、数据处理与AI研究
📫 联系我：zhiwaisong@gmail.com GitHub @sjkncs
😄 称呼：他/He
⚡ 趣事：一个相信优化是AI灵魂、AI+生态学将重塑我们保护地球方式的数学爱好者！🔢🌿🎆
Project
Description
🤖 Ding-AI
AI-powered PPT generation tool with Web & Electron support. Auto-generate outlines, themes, slide content & images via LLM. TypeScript Electron Vite Fastify
🐼 PandaQuantFlow
AI-driven quantitative factor platform integrating LLMs for strategy development, factor analysis & backtesting. Python FastAPI OpenAI SDK Pandas
📊 2025-eco-machine-learning
Intelligent financial analysis platform — LightGBM-based stock selection (annualized Sharpe 2.46), multi-agent AI forum, real-time web dashboard. Python LightGBM Jupyter LaTeX
🚢 EIC-shipping-data-processing
OCR correction & data processing pipeline for East India Company shipping records (1605–1856). Date normalization, field validation & batch repair. Python
🗺️ SmartTravel
HarmonyOS 5.0 smart travel app — AR navigation, AI assistant, live view, intelligent itinerary planning & hotel booking. ArkTS ArkUI HarmonyOS
✍️ my-hexo-blog
Personal tech blog built with Hexo — sharing insights on AI, mathematics & development. HTML CSS JavaScript Hexo
项目
描述
🤖 Ding-AI
AI驱动的PPT自动生成工具，支持 Web 与 Electron 桌面端。通过LLM自动生成大纲、主题、页面内容与配图。TypeScript Electron Vite Fastify
🐼 PandaQuantFlow
AI驱动的量化因子平台，集成大语言模型辅助量化策略开发、因子分析与回测。Python FastAPI OpenAI SDK Pandas
📊 2025-eco-machine-learning
智能金融分析平台 — 基于LightGBM的A股选股策略（年化夏普2.46）、多Agent AI论坛、实时Web仪表盘。Python LightGBM Jupyter LaTeX
🚢 EIC-shipping-data-processing
英属东印度公司航海记录（1605–1856）OCR校正与数据处理流水线。日期标准化、字段验证与批量修复。Python
🗺️ SmartTravel
鸿蒙 HarmonyOS 5.0 智慧旅游应用 — AR实景导航、AI智能助手、实况窗、智能行程规划与酒店预订。ArkTS ArkUI HarmonyOS
✍️ my-hexo-blog
基于 Hexo 的个人技术博客 — 分享AI、数学与开发方面的见解。HTML CSS JavaScript Hexo
🛠️ Tech Stack & Tools / 技术栈与工具
🌿 Ecology × AI / 生态学 × 人工智能
🇬🇧 Exploring the Boundaries I'm deeply fascinated by the intersection of Ecology, Environmental Science, and Artificial Intelligence . My current explorations include:
🌍 Species Distribution Modeling — Using deep learning to predict how species respond to climate change
🛰️ Remote Sensing + CV — Applying computer vision to satellite imagery for land cover classification and deforestation detection
🌊 Environmental Time-Series Forecasting — Leveraging LSTMs and Transformers for water quality, air pollution, and climate predictions
🧬 eDNA & Biodiversity Analysis — Combining bioinformatics with NLP techniques for environmental DNA metabarcoding
🌱 Ecosystem Simulation — Using agent-based models and optimization to simulate ecological dynamics
📊 Conservation AI — Building intelligent tools for wildlife monitoring and habitat preservation
我对 生态学、环境科学与人工智能 的交叉领域深感着迷。当前的探索方向包括：
🌍 物种分布建模 — 利用深度学习预测物种对气候变化的响应
🛰️ 遥感 + 计算机视觉 — 将CV应用于卫星影像，进行土地覆盖分类与森林砍伐检测
🌊 环境时间序列预测 — 借助LSTM和Transformer预测水质、空气污染与气候变化
🧬 环境DNA与生物多样性分析 — 结合生物信息学与NLP技术进行环境DNA宏条形码分析
🌱 生态系统模拟 — 使用基于智能体的模型和优化方法模拟生态动力学
📊 保护AI — 构建用于野生动物监测和栖息地保护的智能工具
🌍 "Technology should serve nature. AI gives us unprecedented power to understand, predict, and protect the ecosystems we depend on."
🌍 "技术应当服务于自然。AI赋予我们前所未有的力量去理解、预测和保护我们赖以生存的生态系统。"
📊 GitHub & Development Stats / GitHub 与开发统计
💻 Top Languages / 主要语言
Python █████████████████░░░ 45%
TypeScript ████████████░░░░░░░░ 30%
JavaScript █████░░░░░░░░░░░░░░░ 10%
HTML/CSS ████░░░░░░░░░░░░░░░░ 8%
ArkTS ██░░░░░░░░░░░░░░░░░░ 5%
Others █░░░░░░░░░░░░░░░░░░░ 2%
Language
Repos
Usage
🐍 Python
3
Ding-AI backend, PandaQuantFlow, EIC-data, FinanceAI
📘 TypeScript
2
Ding-AI frontend, SmartTravel
📄 JavaScript
3
PandaQuantFlow web, Blog
🎨 HTML/CSS
2
Blog, SmartTravel
📱 ArkTS
1
SmartTravel (HarmonyOS)
📊 Jupyter
1
FinanceAI notebooks
🎯 20+ 📝 7 🏆 12 💡 200+ 🔥 Active
🎯 2025 Goals & Milestones / 2025 年目标与里程碑
🚀 Current Objectives / 当前目标
Goal / 目标
Description / 描述
🎓
Graduate with Honors / 优秀毕业 Complete my degree with distinction / 以优异成绩完成学业
💼
Land First AI Role / 获得首份AI岗位 Join a tech company in AI/ML / 加入科技公司从事AI/ML
🔬
Research Contribution / 科研贡献 Publish ML/AI & Ecology insights / 发表ML/AI与生态学研究
🌐
Open Source Impact / 开源影响力 Contribute to meaningful projects / 为有意义的项目做贡献
📚
Continuous Learning / 持续学习 Master AI frameworks & ecological modeling / 精通AI框架与生态建模
🏆 2025 Achievements / 2025 成就解锁
Achievement / 成就
Status / 状态
✅
Ding-AI / AI智能PPT工具 Built LLM-powered PPT generator / 构建LLM驱动的PPT生成器
✅
PandaQuantFlow / 量化因子平台 AI-driven quant platform / AI驱动的量化分析平台
✅
SmartTravel / 智慧旅游 HarmonyOS 5.0 full-stack app / 鸿蒙全栈应用
✅
Financial Analysis / 智能金融分析 LightGBM stock selection (Sharpe 2.46) / A股选股策略
✅
EIC Data Processing / 航海数据处理 Historical OCR pipeline (1605–1856) / 历史航海记录OCR流水线
🔬 Research Interests / 研究兴趣
🌿 Ecology × AI × Mathematics — Using the language of math and the power of AI to understand and protect our planet.
🌿 生态学 × AI × 数学 — 用数学的语言和AI的力量去理解和保护我们的星球。