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xiaogongzhuuu/README.md

Siyuan Cao

AI Application & Product | LLM / RAG / Agent | Building AI Solutions


Projects

智能选校 Agent DeepSeek + RAG + FastAPI

面向留学顾问业务的 AI 选校推荐系统。学生画像智能解析 → 多维度匹配打分 → 冲刺/匹配/保底三档分级 → SSE 流式生成报告。116 个项目结构化入库,覆盖英港新 33 所院校。

RAG 文档问答助手 GPT-4 + LangChain + FAISS

面向企业私有知识库场景,构建文档解析 → 向量检索 → 上下文增强生成的完整 RAG 链路,支持 PDF / Markdown 上传与多轮对话。已部署 Hugging Face Spaces

面向中医名医经验传承场景,大模型实体抽取构建 Neo4j 知识图谱,结合 ChromaDB 向量检索,实现结构化推理与非结构化检索的混合问答。

LLM 应用开发实践 LangChain · Agent · ReAct

从 API 调用、Prompt Engineering 到 RAG、Agent ReAct 自主推理的完整实践,覆盖工具调用与任务编排。

Other


Contact

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  1. mercor-ai-text-detection mercor-ai-text-detection Public

    AI文本检测:结合语义嵌入与统计特征的机器学习文本分类

    Python 2 1

  2. rag-agent-project rag-agent-project Public

    从零学习 RAG 与 AI Agent:向量检索、知识库构建、工具调用

    Python

  3. rag-assistant rag-assistant Public

    智能文档问答助手:LangChain + GPT-4,已部署 Hugging Face Spaces

    Jupyter Notebook 4

  4. data-mining-course data-mining-course Public

    数据挖掘实验:情感分类、医学知识图谱、RAG检索系统

    Python