py_ai_tutorial/mkdocs.yml at main · shychee/py_ai_tutorial · GitHub

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site_name: Python AI 教程：从机器学习到大模型
site_description: 为3-5年Python后端工程师打造的AI学习路径，从传统机器学习到生成式AI
site_author: shychee
site_url: https://shychee.github.io/py_ai_tutorial/

repo_name: shychee/py_ai_tutorial
repo_url: https://github.com/shychee/py_ai_tutorial
edit_uri: edit/main/docs/

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extra_css:
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nav:
  - 首页: index.md
  - 快速开始:
      - 环境配置: quickstart.md
      - 先修要求: prerequisites.md
      - 学习路线: learning-path.md
  - 跨平台指引:
      - macOS Intel: cross-platform/setup-macos-intel.md
      - macOS Apple Silicon: cross-platform/setup-macos-arm64.md
      - Linux: cross-platform/setup-linux.md
      - Windows 原生: cross-platform/setup-windows-native.md
      - Windows WSL2: cross-platform/setup-windows-wsl2.md
      - 云端 GPU: cross-platform/setup-cloud-gpu.md
      - 故障排查: cross-platform/troubleshooting.md
  - 阶段3：机器学习与数据挖掘:
      - 概述: stage3/index.md
      - 模块1：科学计算库: stage3/01-scientific-computing/README.md
      - 模块2：Pandas实战: stage3/02-pandas-practice/README.md
      - 模块3：AI数学基础: stage3/03-ml-basics/README.md
      - 模块4：机器学习进阶: stage3/04-ml-advanced/README.md
      - 项目作业:
          - P01：医疗数据分析: stage3/projects/p01-healthcare/README.md
          - P02：服装零售分析: stage3/projects/p02-ecommerce/README.md
          - P03：银行营销分析: stage3/projects/p03-finance/README.md
          - P04：通讯客户响应: stage3/projects/p04-telecom/README.md
          - P05：零售超市分析: stage3/projects/p05-retail/README.md
          - P06：滴滴运营分析: stage3/projects/p06-internet/README.md
          - P07：淘宝用户行为: stage3/projects/p07-ecommerce-annual/README.md
          - P08：航空客户价值: stage3/projects/p08-airline/README.md
          - P09：信贷风控模型: stage3/projects/p09-credit/README.md
  - 阶段4：深度学习:
      - 概述: stage4/index.md
      - 模块1：深度学习基础: stage4/01-dl-basics/README.md
      - 模块2：计算机视觉: stage4/02-cv-basics/README.md
      - 模块3：自然语言处理: stage4/03-nlp-basics/README.md
      - 项目作业:
          - P01：工业视觉检测: stage4/projects/p01-industrial-vision/README.md
          - P02：YOLOv11实时检测: stage4/projects/p02-yolov11-realtime/README.md
          - P03：OCR票据识别: stage4/projects/p03-ocr/README.md
          - P04：图像分割: stage4/projects/p04-image-segmentation/README.md
          - P05：医学影像分析: stage4/projects/p05-medical-imaging/README.md
          - P06：Transformer翻译: stage4/projects/p06-transformer-translation/README.md
          - P07：信息提取系统: stage4/projects/p07-pretrained-info-extraction/README.md
  - 阶段5：AIGC与大模型:
      - 概述: stage5/index.md
      - 模块1：AIGC/LLM概述: stage5/01-aigc-llm-intro/README.md
      - 模块2：大模型开发: stage5/02-llm-dev/README.md
      - 项目作业:
          - P01：对话系统: stage5/projects/p01-dialogue-system/README.md
  - 参考资料:
      - 术语表: glossary.md
      - 框架对比: framework-comparison.md
      - 贡献指南: contributing.md