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analytics_book's Introduction

analytics_book

forked from https://github.com/mickeykubo/analytics_book

Binder実行用に一部修正

以下から開ける

https://hub.gke.mybinder.org/user/usersan-analytics_book-mdlv5dfx/tree

Pythonによるビジネスアナリティクス

練習問題集

  • jupyter1_0.ipynb : Jupyter Notebookの使用法の基礎
  • jupyter_lab1_0.ipynb : Jupyter Labの使用法の基礎
  • debug.ipynb : デバッグの方法
  • BasicProgramming1_0.ipynb : Python言語の基礎(1)
  • BasicProgramming2_0.ipynb : Python言語の基礎(2)
  • NumPy1_0.ipynb : 数値計算パッケージ numpyの使用法
  • pandas1_0.ipynb : データ解析パッケージ pandasの使用法
  • matplotlib1_0.ipynb : 図の書き方(matplotlib, seaborn)
  • plotly2_1.ipynb : plotlyの基礎
  • visualization1_1.ipynb : plotly.expressによるデータの可視化
  • scipy.ipynb : 科学技術計算パッケージ SciPyの使用法
  • statsmodels1_0.ipynb : 統計パッケージ statsmodels
  • sklearn2_1.ipynb : 機械学習パッケージ scikit-learn
  • linear_optimization.ipynb : 線形最適化 mypulp (Gurobi)
  • integer_optimization.ipynb : 整数最適化 mypulp (Gurobi)
  • 5-3. nonlinear_optimization.ipynb : 非線形最適化
  • networkx1.ipynb : ネットワーク最適化 networkX
  • forecast1_0.ipynb : Prophetによる時系列データの予測(ベイズ推論)
  • fastai1_1.ipynb : 深層学習パッケージ fastai の使用法

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