Data Scientist Cheat Sheets

# **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|図|
|---|---|---|---|
|Python|[Python For Data Science - A Cheat Sheet For Beginners](https://www.datacamp.com/community/tutorials/python-data-science-cheat-sheet-basics)|[図](https://s3.amazonaws.com/assets.datacamp.com/blog_assets/PythonForDataScience.pdf)|
|Scipy - Linear Algebra|[SciPy Cheat Sheet: Linear Algebra in Python](https://www.datacamp.com/community/blog/python-scipy-cheat-sheet)|[図](https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Python_SciPy_Cheat_Sheet_Linear_Algebra.pdf)|

#### **Data Manipulation (データ操作)**
|トピック|サイト|図|
|---|---|---|
|NumPy|[NumPy Cheat Sheet: Data Analysis in Python](https://www.datacamp.com/community/blog/python-numpy-cheat-sheet)|[図](https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Numpy_Python_Cheat_Sheet.pdf)|
|Pandas|[Pandas Cheat Sheet for Data Science in Python](https://www.datacamp.com/community/blog/python-pandas-cheat-sheet)|[図](https://s3.amazonaws.com/assets.datacamp.com/blog_assets/PandasPythonForDataScience.pdf)|
|Pandas Data Wrangling|[Pandas Cheat Sheet: Data Wrangling in Python](https://www.datacamp.com/community/blog/pandas-cheat-sheet-python)|[ 図 ](https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Python_Pandas_Cheat_Sheet_2.pdf)|
|Importing Data|[Importing Data in Python Cheat Sheet](https://www.datacamp.com/community/blog/importing-data-python-cheat-sheet)|[図](https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Cheat+Sheets/Importing_Data_Python_Cheat_Sheet.pdf)|

#### **Machine Learning, Deep Learning, Big Data (機械学習)**
|トピック|サイト|図|
|---|---|---|
|Scikit-Learn|[Scikit-Learn Cheat Sheet: Python Machine Learning](https://www.datacamp.com/community/blog/scikit-learn-cheat-sheet)|[図](https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Scikit_Learn_Cheat_Sheet_Python.pdf)|
| |[Choosing the right estimator, scikit-learn 0.19.2 documentation](http://scikit-learn.org/stable/tutorial/machine_learning_map/)|[図](http://scikit-learn.org/stable/_static/ml_map.png)|
|Keras|[Keras Cheat Sheet: Neural Networks in Python](https://www.datacamp.com/community/blog/keras-cheat-sheet)|[図](https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Keras_Cheat_Sheet_Python.pdf)|
|PySpark RDD　|[PySpark Cheat Sheet: Spark in Python](https://www.datacamp.com/community/blog/pyspark-cheat-sheet-python)|[図](https://s3.amazonaws.com/assets.datacamp.com/blog_assets/PySpark_Cheat_Sheet_Python.pdf)|
|PySpark SparkSQL|[PySpark Cheat Sheet: Spark DataFrames in Python](https://www.datacamp.com/community/blog/pyspark-sql-cheat-sheet)|[図](https://s3.amazonaws.com/assets.datacamp.com/blog_assets/PySpark_SQL_Cheat_Sheet_Python.pdf)|

#### **Data Visualization (データの可視化)**
|トピック|サイト|図|
|---|---|---|
|Matplotlib|[Matplotlib Cheat Sheet: Plotting in Python](https://www.datacamp.com/community/blog/python-matplotlib-cheat-sheet)|[図](https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Python_Matplotlib_Cheat_Sheet.pdf)|
|Seaborn|[Python Seaborn Cheat Sheet](https://www.datacamp.com/community/blog/seaborn-cheat-sheet-python)|[図](https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Python_Seaborn_Cheat_Sheet.pdf)|
|Bokeh|[Python Data Visualization: Bokeh Cheat Sheet](https://www.datacamp.com/community/blog/bokeh-cheat-sheet-python)|[図](https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Python_Bokeh_Cheat_Sheet.pdf)|

#### **IDE**
|トピック|サイト|図|
|---|---|---|
|Jupyter Notebook|[Jupyter Notebook Cheat Sheet](https://www.datacamp.com/community/blog/jupyter-notebook-cheat-sheet)|[図](https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Jupyter_Notebook_Cheat_Sheet.pdf)|

#### **番外編**
|トピック|サイト|図|
|---|---|---|
|Git|[Git Commands and Best Practices Cheat Sheet](https://zeroturnaround.com/rebellabs/git-commands-and-best-practices-cheat-sheet/)|[図](http://files.zeroturnaround.com/pdf/zt_git_cheat_sheet.pdf)|

## **2. 参考リンク**

- [Cheat Sheets](https://www.datacamp.com/community/data-science-cheatsheets)
- [Collecting Data Science Cheat Sheets](https://towardsdatascience.com/collecting-data-science-cheat-sheets-d2cdff092855)
- [Python For Data Science - A Cheat Sheet For Beginners](https://www.datacamp.com/community/tutorials/python-data-science-cheat-sheet-basics)
- [SciPy Cheat Sheet: Linear Algebra in Python](https://www.datacamp.com/community/blog/python-scipy-cheat-sheet)
- [NumPy Cheat Sheet: Data Analysis in Python](https://www.datacamp.com/community/blog/python-numpy-cheat-sheet)
- [Pandas Cheat Sheet for Data Science in Python](https://www.datacamp.com/community/blog/python-pandas-cheat-sheet)
- [Pandas Cheat Sheet: Data Wrangling in Python](https://www.datacamp.com/community/blog/pandas-cheat-sheet-python)
- [Scikit-Learn Cheat Sheet: Python Machine Learning](https://www.datacamp.com/community/blog/scikit-learn-cheat-sheet)
- [Keras Cheat Sheet: Neural Networks in Python](https://www.datacamp.com/community/blog/keras-cheat-sheet)
- [PySpark Cheat Sheet: Spark in Python](https://www.datacamp.com/community/blog/pyspark-cheat-sheet-python)
- [PySpark Cheat Sheet: Spark DataFrames in Python](https://www.datacamp.com/community/blog/pyspark-sql-cheat-sheet)
- [Matplotlib Cheat Sheet: Plotting in Python](https://www.datacamp.com/community/blog/python-matplotlib-cheat-sheet)
- [Python Seaborn Cheat Sheet](https://www.datacamp.com/community/blog/seaborn-cheat-sheet-python)
- [Python Data Visualization: Bokeh Cheat Sheet](https://www.datacamp.com/community/blog/bokeh-cheat-sheet-python)
- [Jupyter Notebook Cheat Sheet
](https://www.datacamp.com/community/blog/jupyter-notebook-cheat-sheet)
- [Importing Data in Python Cheat Sheet](https://www.datacamp.com/community/blog/importing-data-python-cheat-sheet)
- [Choosing the right estimator](http://scikit-learn.org/stable/tutorial/machine_learning_map/)