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README.md 33.89 KB

# Data Science Cheatsheets

List of Data Science Cheatsheets to rule the world.

## Table of Contents

- [Business Science](https://github.com/FavioVazquez/ds-cheatsheets#business-science)
    - [Business Science Problem Framework](https://github.com/business-science/cheatsheets/blob/master/Business_Science_Problem_Framework.pdf)
    - [Data Science with Python Workflow](https://github.com/business-science/cheatsheets/blob/master/Data_Science_With_Python_Workflow.pdf)
    - [Data Science with R Workflow](https://github.com/business-science/cheatsheets/blob/master/Data_Science_With_R_Workflow.pdf)
- [Python](https://github.com/FavioVazquez/ds-cheatsheets#python)
    - [Python Basics](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/python_basics.pdf)
    - [Pandas Basics](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/pandas_basics.pdf)
    - [Pandas](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/pandas.pdf)
    - [Importing Data](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/import_data.pdf)
    - [Jupyter](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/jupyter.pdf)
    - [Numpy Basics](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/numpy_basics.pdf)
    - [Beginners Python Cheat Sheet](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Python_Crash_Course/Beginners-Python-Cheat-Sheet.pdf)
    - [Intermediate Python](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Dataquest/Intermediate-Python-Cheat-Sheet.pdf)
    - [Python REGEX](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Dataquest/python-regular-expressions-cheat-sheet.pdf)
    - [Python 3 Memento](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Others/mementopython3-english.pdf)
- [R](https://github.com/FavioVazquez/ds-cheatsheets#r)
    - [Tidiverse](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/R/Datacamp/tidiverse_beginners.pdf)
    - [data.table](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/R/Datacamp/data_table.pdf)
    - [xts](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/R/Datacamp/xts.pdf)
    - [Base R](https://github.com/rstudio/cheatsheets/blob/master/base-r.pdf)
    - [Data Import with readr](https://github.com/rstudio/cheatsheets/blob/master/data-import.pdf)
    - [Data Transformation with Dplyr](https://github.com/rstudio/cheatsheets/blob/master/data-transformation.pdf)
    - [Apply Functions with purrr](https://github.com/rstudio/cheatsheets/blob/master/purrr.pdf)
    - [Data transformation with data.table](https://github.com/rstudio/cheatsheets/blob/master/datatable.pdf)
    - [Dates and Times with lubridate](https://github.com/rstudio/cheatsheets/blob/master/lubridate.pdf)
    - [Randomizr](https://github.com/rstudio/cheatsheets/blob/master/randomizr.pdf)
    - [Regular Expressions](https://github.com/rstudio/cheatsheets/blob/master/regex.pdf)
    - [Work with Strings with stringr](https://github.com/rstudio/cheatsheets/blob/master/strings.pdf)
    - [Tidy Evaluation with rlang](https://github.com/rstudio/cheatsheets/blob/master/tidyeval.pdf)
    - [Xplain](https://github.com/rstudio/cheatsheets/blob/master/xplain.pdf)
    - [Sintax Comparison](https://github.com/rstudio/cheatsheets/blob/master/syntax.pdf)
    - [Data and Variable Transformation with sjmisc](https://github.com/rstudio/cheatsheets/blob/master/sjmisc.pdf)
    - [R Markdown (PDF)](https://github.com/rstudio/cheatsheets/blob/master/rmarkdown-2.0.pdf)
    - [Package Development with devtools](https://github.com/rstudio/cheatsheets/blob/master/package-development.pdf)
- [Math and Calculus](https://github.com/FavioVazquez/ds-cheatsheets#math-and-calculus)
    - [Refresher Algebra and Calculus](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Math_Calculus/refresher-algebra-calculus.pdf)
    - [Refresher Probabilities and Statistics](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Math_Calculus/refresher-probabilities-statistics.pdf)
    - [Fundamentals of Probabilities](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Math_Calculus/Probability%20Cheatsheet.pdf)
- [Big Data](https://github.com/FavioVazquez/ds-cheatsheets#big-data)
    - [Pyspark RDD](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Big_Data/pyspark_rdd.pdf)
    - [Pyspark DF](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Big_Data/pyspark_df.pdf)
    - [Dask](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Big_Data/daskcheatsheet.pdf)
    - [Sparklyr](https://github.com/rstudio/cheatsheets/blob/master/sparklyr.pdf)
- [Machine Learning](https://github.com/FavioVazquez/ds-cheatsheets#machine-learning)
    - [Scitk-Learn (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/scikit-learn.pdf)
    - [Machine Learning Modelling in R](https://github.com/rstudio/cheatsheets/blob/master/Machine%20Learning%20Modelling%20in%20R.pdf)
    - [Caret](https://github.com/rstudio/cheatsheets/blob/master/caret.pdf)
    - [Estimatr](https://github.com/rstudio/cheatsheets/blob/master/estimatr.pdf)
    - [H2O](https://github.com/rstudio/cheatsheets/blob/master/h2o.pdf)
    - [mlr](https://github.com/rstudio/cheatsheets/blob/master/mlr.pdf)
    - [Regression](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Supervised%20Learning/bsu-regression.pdf)
    - [VIP Supervised Learning](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Supervised%20Learning/cheatsheet-supervised-learning.pdf)
    - [Segmentation and Clustering](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Unsupervised%20Learning/segmentation_clustering.pdf)
    - [VIP Unsupervised Learning](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Unsupervised%20Learning/cheatsheet-unsupervised-learning.pdf)
    - [VIP Machine Learning Tips and Tricks](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Tricks/cheatsheet-machine-learning-tips-and-tricks.pdf)
    - [Choosing the right model](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Choosing_Model/img/microsoft-machine-learning-algorithm-cheat-sheet-v7-1.png)
- [Deep Learning](https://github.com/FavioVazquez/ds-cheatsheets#deep-learning)
    -[Neural Nets](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/Neural%20Network%20Cells.png)
    - [Keras RStudio](https://github.com/rstudio/cheatsheets/blob/master/keras.pdf)
    - [Keras](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/keras.pdf)
    - [Deep Learning Basics](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/cheatsheet-deep-learning.pdf)
    - [Convolutional Neural Networkds](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/cheatsheet-convolutional-neural-networks.pdf)
    - [Recurrent Neural Networks](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/cheatsheet-recurrent-neural-networks.pdf)
    - [Tips and Tricks](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/cheatsheet-deep-learning-tips-tricks.pdf)
- [SQL](https://github.com/FavioVazquez/ds-cheatsheets#sql)
    - [SQL cheatsheet by sqltutorial (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/SQL/SQL-cheat-sheet.pdf)
    - [SQL cheatsheet by Rebel Labs](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/SQL/zt_sql_cheat_sheet.pdf)
- [Data Visualization](https://github.com/FavioVazquez/ds-cheatsheets#data-visualization)
    - [Matplotlib](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/matplotlib.pdf)
    - [Seaborn](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/seaborn.pdf)
    - [Bokeh](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/bokeh.pdf)
    - [Comprehensive Guide to Data Visualization in Python](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Data_Visualization/img/data-visualisation-infographics-python.jpg)
    - [Ggplot2](https://github.com/rstudio/cheatsheets/blob/master/data-visualization-2.1.pdf)
    - [Leaflet](https://github.com/rstudio/cheatsheets/blob/master/leaflet.pdf)
    - [Cartography](https://github.com/rstudio/cheatsheets/blob/master/cartography.pdf)
    - [Comprehensive Guide to Data Visualization in R](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Data_Visualization/Comprehensive%20Guide%20to%20Data%20Visualization_R.pdf)
    - [Simple Features sf](https://github.com/rstudio/cheatsheets/blob/master/sf.pdf)
    - [survminer](https://github.com/rstudio/cheatsheets/blob/master/survminer.pdf)
- [Data Science in General and Others](https://github.com/FavioVazquez/ds-cheatsheets#data-science-in-general-and-others)
    - [Shiny](https://github.com/rstudio/cheatsheets/blob/master/shiny.pdf)
    - [Vim](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/Text_Editors/Vim/vim_cheat_sheet_for_programmers_print.pdf)
    - [Emacs](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/Text_Editors/Emacs/How-to-learn-Emacs-v2-large.pdf)
    - [Git - Atlassian's Cheatsheet](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/Git/atlassian-git-cheatsheet.pdf)
    - [DVC](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/DVC/DVC_cheatsheet.pdf)
    - [BASH](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/BASH/bash_cheat_sheet.pdf)

- [Data Science Cheatsheet Takeaway](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/data-science-cheatsheet.pdf)
----------------------------------------

# [Business Science](https://www.business-science.io/)

## [Business Science Problem Framework (PDF)](https://github.com/business-science/cheatsheets/blob/master/Business_Science_Problem_Framework.pdf)

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Business_Science/img/Business_Science_Problem_Framework.png)

## [Data Science with Python Workflow (PDF)](https://github.com/business-science/cheatsheets/blob/master/Data_Science_With_Python_Workflow.pdf)

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Business_Science/img/Data_Science_With_Python_Workflow.png)

## [Data Science with R Workflow (PDF)](https://github.com/business-science/cheatsheets/blob/master/Data_Science_With_R_Workflow.pdf)

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Business_Science/img/Data_Science_With_R_Workflow.png)

# Python

## Datacamp

- [Python Basics (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/python_basics.pdf)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/img/python_basics-1.png)

- [Pandas Basics (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/pandas_basics.pdf)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/img/pandas_basics-1.png)

- [Pandas (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/pandas.pdf)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/img/pandas-1.png)

- [Importing Data (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/import_data.pdf)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/img/import_data-1.png)

- [Jupyter (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/jupyter.pdf)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/img/jupyter-1.png)

- [Numpy Basics (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/numpy_basics.pdf)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/img/numpy_basics-1.png)

## [Python Crash Course](https://github.com/ehmatthes/pcc)

- [Beginners Python Cheat Sheet (Long PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Python_Crash_Course/Beginners-Python-Cheat-Sheet.pdf)

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Python_Crash_Course/Beginners-Python-Cheat-Sheet.png)

## Dataquest

- [Intermediate Python (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Dataquest/Intermediate-Python-Cheat-Sheet.pdf)

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Dataquest/img/Intermediate-Python-Cheat-Sheet-1.png)

- [Python REGEX (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Dataquest/python-regular-expressions-cheat-sheet.pdf)

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Dataquest/img/dataquest-python-regex.png)

## Others

- [Python 3 Memento (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Others/mementopython3-english.pdf)

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Others/img/mementopython3-english/mementopython3-english-1.png)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Others/img/mementopython3-english/mementopython3-english-2.png)

# R

## Datacamp

- [Tidiverse (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/R/Datacamp/tidiverse_beginners.pdf)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/R/Datacamp/img/tidiverse_beginners-1.png)

- [data.table (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/R/Datacamp/data_table.pdf)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/R/Datacamp/img/data_table-1.png)

-[xts (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/R/Datacamp/xts.pdf)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/R/Datacamp/img/xts-1.png)

## RStudio

- [R Studio IDE (PDF)](https://github.com/rstudio/cheatsheets/blob/master/rstudio-ide.pdf)
![](https://github.com/rstudio/cheatsheets/blob/master/pngs/rstudio-ide.png)

- [Base R (PDF)](https://github.com/rstudio/cheatsheets/blob/master/base-r.pdf)

![](https://github.com/rstudio/cheatsheets/blob/master/pngs/base-r.png)

- [Data Import with readr (PDF)](https://github.com/rstudio/cheatsheets/blob/master/data-import.pdf)

![](https://github.com/rstudio/cheatsheets/blob/master/pngs/data-import.png)

- [Data Transformation with Dplyr (PDF)](https://github.com/rstudio/cheatsheets/blob/master/data-transformation.pdf)
![](https://github.com/rstudio/cheatsheets/blob/master/pngs/data-transformation.png)

- [Apply Functions with purrr (PDF)](https://github.com/rstudio/cheatsheets/blob/master/purrr.pdf)

![](https://github.com/rstudio/cheatsheets/blob/master/pngs/purrr.png)

- [Data transformation with data.table (PDF)](https://github.com/rstudio/cheatsheets/blob/master/datatable.pdf)

![](https://github.com/rstudio/cheatsheets/blob/master/pngs/datatable.png)

- [Dates and Times with lubridate (PDF)](https://github.com/rstudio/cheatsheets/blob/master/lubridate.pdf)

![](https://github.com/rstudio/cheatsheets/blob/master/pngs/lubridate.png)

- [Randomizr (PDF)](https://github.com/rstudio/cheatsheets/blob/master/randomizr.pdf)

![](https://github.com/rstudio/cheatsheets/blob/master/pngs/randomizr.png)

- [Regular Expressions (PDF)](https://github.com/rstudio/cheatsheets/blob/master/regex.pdf)

![](https://github.com/rstudio/cheatsheets/blob/master/pngs/regular-expressions.png)

- [Work with Strings with stringr (PDF)](https://github.com/rstudio/cheatsheets/blob/master/strings.pdf)

![](https://github.com/rstudio/cheatsheets/blob/master/pngs/strings.png)

- [Tidy Evaluation with rlang (PDF)](https://github.com/rstudio/cheatsheets/blob/master/tidyeval.pdf)

![](https://github.com/rstudio/cheatsheets/blob/master/pngs/tidyeval.png)

- [Xplain (PDF)](https://github.com/rstudio/cheatsheets/blob/master/xplain.pdf)

![](https://github.com/rstudio/cheatsheets/blob/master/pngs/xplain.png)

- [Sintax Comparison (PDF)](https://github.com/rstudio/cheatsheets/blob/master/syntax.pdf)

![](https://github.com/rstudio/cheatsheets/blob/master/pngs/syntax.png)

- [Data and Variable Transformation with sjmisc (PDF)](https://github.com/rstudio/cheatsheets/blob/master/sjmisc.pdf)

![](https://github.com/rstudio/cheatsheets/blob/master/pngs/sjmisc.png)

- [R Markdown (PDF)](https://github.com/rstudio/cheatsheets/blob/master/rmarkdown-2.0.pdf)

![](https://github.com/rstudio/cheatsheets/blob/master/pngs/rmarkdown-2.0.png)

- [Package Development with devtools (PDF)](https://github.com/rstudio/cheatsheets/blob/master/package-development.pdf)

![](https://github.com/rstudio/cheatsheets/blob/master/pngs/package-development.png)

# Math and Calculus

From @afshinea, @stat110 and @wzchen:

- [Refresher Algebra and Calculus (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Math_Calculus/refresher-algebra-calculus.pdf)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Math_Calculus/img/refresher-algebra-calculus/refresher-algebra-calculus-1.png)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Math_Calculus/img/refresher-algebra-calculus/refresher-algebra-calculus-2.png)

- [Refresher Probabilities and Statistics (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Math_Calculus/refresher-probabilities-statistics.pdf)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Math_Calculus/img/refresher-probabilities-statistics/refresher-probabilities-statistics-1.png)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Math_Calculus/img/refresher-probabilities-statistics/refresher-probabilities-statistics-2.png)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Math_Calculus/img/refresher-probabilities-statistics/refresher-probabilities-statistics-3.png)

- [Fundamentals of Probabilities (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Math_Calculus/Probability%20Cheatsheet.pdf)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Math_Calculus/img/Probability%20Cheatsheet/1.PNG)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Math_Calculus/img/Probability%20Cheatsheet/2.PNG)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Math_Calculus/img/Probability%20Cheatsheet/3.PNG)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Math_Calculus/img/Probability%20Cheatsheet/4.PNG)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Math_Calculus/img/Probability%20Cheatsheet/5.PNG)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Math_Calculus/img/Probability%20Cheatsheet/6.PNG)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Math_Calculus/img/Probability%20Cheatsheet/7.PNG)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Math_Calculus/img/Probability%20Cheatsheet/8.PNG)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Math_Calculus/img/Probability%20Cheatsheet/9.PNG)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Math_Calculus/img/Probability%20Cheatsheet/10.PNG)

# Big Data

## Python

- [Pyspark RDD (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Big_Data/pyspark_rdd.pdf)

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Big_Data/img/pyspark_rdd/pyspark_rdd-1.png)

- [Pyspark DF (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Big_Data/pyspark_df.pdf)

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Big_Data/img/pyspark_df/pyspark_df-1.png)

- [Dask (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Big_Data/daskcheatsheet.pdf)

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Big_Data/img/daskcheatsheet/daskcheatsheet-1.png)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Big_Data/img/daskcheatsheet/daskcheatsheet-2.png)

## R

- [Sparklyr (PDF)](https://github.com/rstudio/cheatsheets/blob/master/sparklyr.pdf)

![](https://github.com/rstudio/cheatsheets/blob/master/pngs/sparklyr.png)

# Machine Learning

## Python

- [Scitk-Learn (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/scikit-learn.pdf)

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/img/scikit-learn-1.png)

## R

- [Machine Learning Modelling in R (PDF)](https://github.com/rstudio/cheatsheets/blob/master/Machine%20Learning%20Modelling%20in%20R.pdf)

![](https://github.com/rstudio/cheatsheets/blob/master/pngs/Machine%20Learning%20Modelling%20in%20R.png)

- [Caret (PDF)](https://github.com/rstudio/cheatsheets/blob/master/caret.pdf)

![](https://github.com/rstudio/cheatsheets/blob/master/pngs/caret.png)

- [Estimatr (PDF)](https://github.com/rstudio/cheatsheets/blob/master/estimatr.pdf)

![](https://github.com/rstudio/cheatsheets/blob/master/pngs/estimatr.png)

_ [H2O (PDF)](https://github.com/rstudio/cheatsheets/blob/master/h2o.pdf)

![](https://github.com/rstudio/cheatsheets/blob/master/pngs/h2o.png)

- [mlr (PDF)](https://github.com/rstudio/cheatsheets/blob/master/mlr.pdf)

![](https://github.com/rstudio/cheatsheets/blob/master/pngs/mlr.png)

## Supervised Learning
- [Regression  (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Supervised%20Learning/bsu-regression.pdf)

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Supervised%20Learning/img/bsu-regression-cheatsheet.png)

From @afshinea:

- [VIP Supervised Learning (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Supervised%20Learning/cheatsheet-supervised-learning.pdf)

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Supervised%20Learning/img/cheatsheet-supervised-learning/cheatsheet-supervised-learning-1.png)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Supervised%20Learning/img/cheatsheet-supervised-learning/cheatsheet-supervised-learning-2.png)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Supervised%20Learning/img/cheatsheet-supervised-learning/cheatsheet-supervised-learning-3.png)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Supervised%20Learning/img/cheatsheet-supervised-learning/cheatsheet-supervised-learning-4.png)

## Unsupervised Learning
- [Segmentation and Clustering (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Unsupervised%20Learning/segmentation_clustering.pdf)

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Unsupervised%20Learning/img/BSU-segmentation-clustering.png)

From @afshinea:

- [VIP Unsupervised Learning (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Unsupervised%20Learning/cheatsheet-unsupervised-learning.pdf)

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Unsupervised%20Learning/img/cheatsheet-unsupervised-learning/cheatsheet-unsupervised-learning-1.png)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Unsupervised%20Learning/img/cheatsheet-unsupervised-learning/cheatsheet-unsupervised-learning-2.png)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Unsupervised%20Learning/img/cheatsheet-unsupervised-learning/cheatsheet-unsupervised-learning-3.png)

## Hacks, tricks and tips

From @afshinea:

- [VIP Machine Learning Tips and Tricks (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Tricks/cheatsheet-machine-learning-tips-and-tricks.pdf)

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Tricks/img/cheatsheet-machine-learning-tips-and-tricks/cheatsheet-machine-learning-tips-and-tricks-1.png)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Tricks/img/cheatsheet-machine-learning-tips-and-tricks/cheatsheet-machine-learning-tips-and-tricks-2.png)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Tricks/img/cheatsheet-machine-learning-tips-and-tricks/cheatsheet-machine-learning-tips-and-tricks-3.png)

## Choosing the right model

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Choosing_Model/img/microsoft-machine-learning-algorithm-cheat-sheet-v7-1.png)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Choosing_Model/img/ml_map_scikit_learn.png)

# Deep Learning

## Neural Nets

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/Neural%20Network%20Cells.png)

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/Neural%20Network%20Graphs.png)

## R

- [Keras RStudio (PDF)](https://github.com/rstudio/cheatsheets/blob/master/keras.pdf)

![](https://github.com/rstudio/cheatsheets/blob/master/pngs/keras.png)

## Python

- [Keras (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/keras.pdf)

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/img/keras-1.png)

From @afshinea:

- [Deep Learning Basics (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/cheatsheet-deep-learning.pdf)

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/img/cheatsheet-deep-learning/cheatsheet-deep-learning-1.png)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/img/cheatsheet-deep-learning/cheatsheet-deep-learning-2.png)

- [Convolutional Neural Networkds (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/cheatsheet-convolutional-neural-networks.pdf)

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/img/cheatsheet-convolutional-neural-networks/cheatsheet-convolutional-neural-networks-1.png)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/img/cheatsheet-convolutional-neural-networks/cheatsheet-convolutional-neural-networks-2.png)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/img/cheatsheet-convolutional-neural-networks/cheatsheet-convolutional-neural-networks-3.png)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/img/cheatsheet-convolutional-neural-networks/cheatsheet-convolutional-neural-networks-4.png)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/img/cheatsheet-convolutional-neural-networks/cheatsheet-convolutional-neural-networks-5.png)

- [Recurrent Neural Networks (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/cheatsheet-recurrent-neural-networks.pdf)

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/img/cheatsheet-recurrent-neural-networks/cheatsheet-recurrent-neural-networks-1.png)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/img/cheatsheet-recurrent-neural-networks/cheatsheet-recurrent-neural-networks-2.png)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/img/cheatsheet-recurrent-neural-networks/cheatsheet-recurrent-neural-networks-3.png)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/img/cheatsheet-recurrent-neural-networks/cheatsheet-recurrent-neural-networks-4.png)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/img/cheatsheet-recurrent-neural-networks/cheatsheet-recurrent-neural-networks-5.png)

- [Tips and Tricks (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/cheatsheet-deep-learning-tips-tricks.pdf)

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/img/cheatsheet-deep-learning-tips-tricks/cheatsheet-deep-learning-tips-tricks-1.png)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/img/cheatsheet-deep-learning-tips-tricks/cheatsheet-deep-learning-tips-tricks-2.png)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/img/cheatsheet-deep-learning-tips-tricks/cheatsheet-deep-learning-tips-tricks-3.png)

# SQL

- [SQL cheatsheet by sqltutorial (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/SQL/SQL-cheat-sheet.pdf)

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/SQL/img/SQL-cheat-sheet/SQL-cheat-sheet-1.png)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/SQL/img/SQL-cheat-sheet/SQL-cheat-sheet-2.png)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/SQL/img/SQL-cheat-sheet/SQL-cheat-sheet-3.png)

- [SQL cheatsheet by Rebel Labs](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/SQL/zt_sql_cheat_sheet.pdf)

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/SQL/img/zt_sql_cheat_sheet/zt_sql_cheat_sheet-1.png)

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/SQL/img/sql_reddit.jpg)

# Data Visualization

## Python

- [Matplotlib (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/matplotlib.pdf)

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/img/matplotlib-1.png)

- [Seaborn (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/seaborn.pdf)

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/img/seaborn-1.png)

- [Bokeh (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/bokeh.pdf)

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/img/bokeh-1.png)

- Comprehensive Guide to Data Visualization in Python

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Data_Visualization/img/data-visualisation-infographics-python.jpg)

## R

- [Ggplot2 (PDF)](https://github.com/rstudio/cheatsheets/blob/master/data-visualization-2.1.pdf)

![](https://github.com/rstudio/cheatsheets/blob/master/pngs/data-visualization-2.1.png)

- [Leaflet (PDF)](https://github.com/rstudio/cheatsheets/blob/master/leaflet.pdf)

![](https://github.com/rstudio/cheatsheets/blob/master/pngs/leaflet.png)

- [Cartography (PDF)](https://github.com/rstudio/cheatsheets/blob/master/cartography.pdf)

![](https://github.com/rstudio/cheatsheets/blob/master/pngs/cartography.png)

- [Comprehensive Guide to Data Visualization in R](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Data_Visualization/Comprehensive%20Guide%20to%20Data%20Visualization_R.pdf)

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Data_Visualization/img/Comprehensive%20Guide%20to%20Data%20Visualization_R-1.png)

- [Simple Features sf (PDF)](https://github.com/rstudio/cheatsheets/blob/master/sf.pdf)

![](https://github.com/rstudio/cheatsheets/blob/master/pngs/sf.png)

- [survminer (PDF)](https://github.com/rstudio/cheatsheets/blob/master/survminer.pdf)

![](https://github.com/rstudio/cheatsheets/blob/master/pngs/survminer.png)

# Data Science in General and Others

- [Shiny (PDF)](https://github.com/rstudio/cheatsheets/blob/master/shiny.pdf)

![](https://github.com/rstudio/cheatsheets/blob/master/pngs/shiny.png)

- [Vim (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/Text_Editors/Vim/vim_cheat_sheet_for_programmers_print.pdf)

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/Text_Editors/Vim/vim_cheat_sheet_for_programmers_print.png)

- [Emacs (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/Text_Editors/Emacs/How-to-learn-Emacs-v2-large.pdf)

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/Text_Editors/Emacs/How-to-learn-Emacs-v2-large.png)

- [Git - Atlassian's Cheatsheet (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/Git/atlassian-git-cheatsheet.pdf)

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/Git/img/Atlassian_git_cheatsheet_pg1.png)

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/Git/img/Atlassian_git_cheatsheet_pg2.png)

- [DVC (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/DVC/DVC_cheatsheet.pdf)

![](https://raw.githubusercontent.com/FavioVazquez/ds-cheatsheets/master/General/DVC/img/DVC_cheatsheet.png)

- [BASH (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/BASH/bash_cheat_sheet.pdf)

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/BASH/img/Linux-bash-cheatsheet-pg1.png)

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/BASH/img/Linux-bash-cheatsheet-pg2.png)

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/BASH/img/Linux-bash-cheatsheet-pg3.png)

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/BASH/img/Linux-bash-cheatsheet-pg4.png)

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/BASH/img/Linux-bash-cheatsheet-pg5.png)

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/BASH/img/Linux-bash-cheatsheet-pg6.png)

By @ml874

- [Data Science Cheatsheet (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/data-science-cheatsheet.pdf)

![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/img/data-science-cheatsheet/data-science-cheatsheet-01.png)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/img/data-science-cheatsheet/data-science-cheatsheet-02.png)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/img/data-science-cheatsheet/data-science-cheatsheet-03.png)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/img/data-science-cheatsheet/data-science-cheatsheet-04.png)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/img/data-science-cheatsheet/data-science-cheatsheet-05.png)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/img/data-science-cheatsheet/data-science-cheatsheet-06.png)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/img/data-science-cheatsheet/data-science-cheatsheet-07.png)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/img/data-science-cheatsheet/data-science-cheatsheet-08.png)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/img/data-science-cheatsheet/data-science-cheatsheet-09.png)
![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/img/data-science-cheatsheet/data-science-cheatsheet-10.png)

# Contributors:

## [Favio Vázquez](https://github.com/FavioVazquez)

一键复制编辑原始数据按行查看历史

提交于 2019-10-21 12:35 . fix(link): whitespaces + link corrected

Data Science Cheatsheets

List of Data Science Cheatsheets to rule the world.

Table of Contents

Business Science

Business Science Problem Framework (PDF)

Data Science with Python Workflow (PDF)

Data Science with R Workflow (PDF)

Python

Datacamp

Python Crash Course

Beginners Python Cheat Sheet (Long PDF)

Dataquest

Intermediate Python (PDF)

Python REGEX (PDF)

Others

Python 3 Memento (PDF)

R

Datacamp

RStudio

Data Import with readr (PDF)

Data transformation with data.table (PDF)

Dates and Times with lubridate (PDF)

Randomizr (PDF)

Regular Expressions (PDF)

Work with Strings with stringr (PDF)

Tidy Evaluation with rlang (PDF)

Xplain (PDF)

Sintax Comparison (PDF)

Data and Variable Transformation with sjmisc (PDF)

R Markdown (PDF)

Package Development with devtools (PDF)

Math and Calculus

From @afshinea, @stat110 and @wzchen:

Big Data

Python

Pyspark RDD (PDF)

Pyspark DF (PDF)

Dask (PDF)

R

Sparklyr (PDF)

Machine Learning

Python

Scitk-Learn (PDF)

R

Machine Learning Modelling in R (PDF)

Caret (PDF)

Estimatr (PDF)

mlr (PDF)

Supervised Learning

Regression (PDF)

From @afshinea:

VIP Supervised Learning (PDF)

Unsupervised Learning

Segmentation and Clustering (PDF)

From @afshinea:

VIP Unsupervised Learning (PDF)

Hacks, tricks and tips

From @afshinea:

VIP Machine Learning Tips and Tricks (PDF)

Choosing the right model

Deep Learning

Neural Nets

R

Keras RStudio (PDF)

Python

From @afshinea:

Deep Learning Basics (PDF)

Convolutional Neural Networkds (PDF)

Recurrent Neural Networks (PDF)

Tips and Tricks (PDF)

SQL

SQL cheatsheet by sqltutorial (PDF)

SQL cheatsheet by Rebel Labs

Data Visualization

Python

Matplotlib (PDF)

Seaborn (PDF)

Bokeh (PDF)

Comprehensive Guide to Data Visualization in Python

R

Ggplot2 (PDF)

Leaflet (PDF)

Cartography (PDF)

Comprehensive Guide to Data Visualization in R

Simple Features sf (PDF)

survminer (PDF)

Data Science in General and Others

Shiny (PDF)

Vim (PDF)

Emacs (PDF)

Git - Atlassian's Cheatsheet (PDF)

DVC (PDF)

BASH (PDF)

By @ml874

Data Science Cheatsheet (PDF)

Contributors:

Favio Vázquez

1

https://gitee.com/fangyangjz/ds-cheatsheets.git

git@gitee.com:fangyangjz/ds-cheatsheets.git

fangyangjz

ds-cheatsheets

ds-cheatsheets

master