ds-cheatsheets

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List of Data Science Cheatsheets to rule the world

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Download Latest Version (.zip)

- - feature_request.md
- daskcheatsheet.pdf
- pyspark_df.pdf
- pyspark_rdd.pdf
- - Business_Science_Problem_Framework.png
  - Data_Science_With_Python_Workflow.png
  - Data_Science_With_R_Workflow.png
- business-science-repo
- - Comprehensive Guide to Data Visualization_R-1.png
  - data-visualisation-infographics-python.jpg
- Comprehensive Guide to Data Visualization_R.pdf
- - keras_datacamp-1.png
- cheatsheet-convolutional-neural-networks.pdf
- cheatsheet-deep-learning-tips-tricks.pdf
- cheatsheet-deep-learning.pdf
- cheatsheet-recurrent-neural-networks.pdf
- keras_datacamp.pdf
- Neural Network Cells.png
- Neural Network Graphs.png
- - bash_cheat_sheet.pdf
- - DVC_cheatsheet.pdf
- - atlassian-git-cheatsheet.pdf
- data-science-cheatsheet.pdf
- - microsoft-machine-learning-algorithm-cheat-sheet-v7.pdf
- - bsu-regression.pdf
  - cheatsheet-supervised-learning.pdf
- - cheatsheet-machine-learning-tips-and-tricks.pdf
- - cheatsheet-unsupervised-learning.pdf
  - segmentation_clustering.pdf
- Probability Cheatsheet.pdf
- refresher-algebra-calculus.pdf
- refresher-probabilities-statistics.pdf
- - bokeh.pdf
  - import_data.pdf
  - jupyter.pdf
  - keras.pdf
  - matplotlib.pdf
  - numpy_basics.pdf
  - pandas.pdf
  - pandas_basics.pdf
  - python_basics.pdf
  - scikit-learn.pdf
  - scipy_linear_algebra.pdf
  - seaborn.pdf
- - Intermediate-Python-Cheat-Sheet.pdf
  - python-regular-expressions-cheat-sheet.pdf
- - mementopython3-english.pdf
- - Beginners-Python-Cheat-Sheet.pdf
  - Beginners-Python-Cheat-Sheet.png
- - data_table.pdf
  - tidiverse_beginners.pdf
  - xts.pdf
- RStudio
- - sql_reddit.jpg
- SQL-cheat-sheet.pdf
- zt_sql_cheat_sheet.pdf
.gitignore
.gitmodules
LICENSE
README.md

// repository documentation

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# 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)

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