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Data Scientist Cheat Sheets

Last updated at Posted at 2018-07-13

1. Cheat Sheet 一覧

Python, Data Scientist 向けのCheat Sheetのリンク集を記載します.(最終更新日:2018/07/17)

Basics (基礎)

トピック サイト
Python Python For Data Science - A Cheat Sheet For Beginners
Scipy - Linear Algebra SciPy Cheat Sheet: Linear Algebra in Python

Data Manipulation (データ操作)

トピック サイト
NumPy NumPy Cheat Sheet: Data Analysis in Python
Pandas Pandas Cheat Sheet for Data Science in Python
Pandas Data Wrangling Pandas Cheat Sheet: Data Wrangling in Python
Importing Data Importing Data in Python Cheat Sheet

Machine Learning, Deep Learning, Big Data (機械学習)

トピック サイト
Scikit-Learn Scikit-Learn Cheat Sheet: Python Machine Learning
Choosing the right estimator, scikit-learn 0.19.2 documentation
Keras Keras Cheat Sheet: Neural Networks in Python
PySpark RDD  PySpark Cheat Sheet: Spark in Python
PySpark SparkSQL PySpark Cheat Sheet: Spark DataFrames in Python

Data Visualization (データの可視化)

トピック サイト
Matplotlib Matplotlib Cheat Sheet: Plotting in Python
Seaborn Python Seaborn Cheat Sheet
Bokeh Python Data Visualization: Bokeh Cheat Sheet

IDE

トピック サイト
Jupyter Notebook Jupyter Notebook Cheat Sheet

番外編

トピック サイト
Git Git Commands and Best Practices Cheat Sheet

2. 参考リンク

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