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bookdata's Introduction

Python 和数据科学

全书目录:

入门篇:

  • Linux
  • ipython
  • 数值计算(Numpy)
  • 数据绘图(Matplotlib)
  • 数据绘图(Seabornd)

基础篇:

  • 数据操作(Pandas)
  • 概率和统计分析(StatsModels)
  • 数值计算(Scipy)
  • 线性模型(StatsModels)
  • 机器学习初步(SKlearn)

理论篇:

  • 线性代数
  • 微积分
  • 统计学和概率论
  • 机器学习

工具篇:

  • 书籍推荐
  • 好资源

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