{"id":13467862,"url":"https://github.com/FavioVazquez/ds-cheatsheets","last_synced_at":"2025-03-26T03:31:15.609Z","repository":{"id":38205282,"uuid":"162608338","full_name":"FavioVazquez/ds-cheatsheets","owner":"FavioVazquez","description":"List of Data Science Cheatsheets to rule the 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Learning","A01_机器学习教程","▶️ Content","📋 Cheatsheets"],"sub_categories":["CheatSheets","Data Science \u0026 Machine Learning"],"readme":"# Data Science Cheatsheets\n\nList of Data Science Cheatsheets to rule the world.\n\n## Table of Contents\n\n- [Business Science](https://github.com/FavioVazquez/ds-cheatsheets#business-science)\n    - [Business Science Problem Framework](https://github.com/business-science/cheatsheets/blob/master/Business_Science_Problem_Framework.pdf)\n    - [Data Science with Python Workflow](https://github.com/business-science/cheatsheets/blob/master/Data_Science_With_Python_Workflow.pdf)\n    - [Data Science with R Workflow](https://github.com/business-science/cheatsheets/blob/master/Data_Science_With_R_Workflow.pdf)\n- [Python](https://github.com/FavioVazquez/ds-cheatsheets#python)\n    - [Python Basics](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/python_basics.pdf)\n    - [Pandas Basics](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/pandas_basics.pdf)\n    - [Pandas](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/pandas.pdf)\n    - [Importing Data](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/import_data.pdf)\n    - [Jupyter](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/jupyter.pdf)\n    - [Numpy Basics](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/numpy_basics.pdf)\n    - [Beginners Python Cheat Sheet](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Python_Crash_Course/Beginners-Python-Cheat-Sheet.pdf)\n    - [Intermediate Python](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Dataquest/Intermediate-Python-Cheat-Sheet.pdf)\n    - [Python REGEX](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Dataquest/python-regular-expressions-cheat-sheet.pdf)\n    - [Python 3 Memento](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Others/mementopython3-english.pdf)\n- [R](https://github.com/FavioVazquez/ds-cheatsheets#r)\n    - [Tidiverse](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/R/Datacamp/tidiverse_beginners.pdf)\n    - [data.table](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/R/Datacamp/data_table.pdf)\n    - [xts](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/R/Datacamp/xts.pdf)\n    - [Base R](https://github.com/rstudio/cheatsheets/blob/master/base-r.pdf)\n    - [Data Import with readr](https://github.com/rstudio/cheatsheets/blob/master/data-import.pdf)\n    - [Data Transformation with Dplyr](https://github.com/rstudio/cheatsheets/blob/master/data-transformation.pdf)\n    - [Apply Functions with purrr](https://github.com/rstudio/cheatsheets/blob/master/purrr.pdf)\n    - [Data transformation with data.table](https://github.com/rstudio/cheatsheets/blob/master/datatable.pdf)\n    - [Dates and Times with lubridate](https://github.com/rstudio/cheatsheets/blob/master/lubridate.pdf)\n    - [Randomizr](https://github.com/rstudio/cheatsheets/blob/master/randomizr.pdf)\n    - [Regular Expressions](https://github.com/rstudio/cheatsheets/blob/master/regex.pdf)\n    - [Work with Strings with stringr](https://github.com/rstudio/cheatsheets/blob/master/strings.pdf)\n    - [Tidy Evaluation with rlang](https://github.com/rstudio/cheatsheets/blob/master/tidyeval.pdf)\n    - [Xplain](https://github.com/rstudio/cheatsheets/blob/master/xplain.pdf)\n    - [Sintax Comparison](https://github.com/rstudio/cheatsheets/blob/master/syntax.pdf)\n    - [Data and Variable Transformation with sjmisc](https://github.com/rstudio/cheatsheets/blob/master/sjmisc.pdf)\n    - [R Markdown (PDF)](https://github.com/rstudio/cheatsheets/blob/master/rmarkdown-2.0.pdf)\n    - [Package Development with devtools](https://github.com/rstudio/cheatsheets/blob/master/package-development.pdf)\n- [Math and Calculus](https://github.com/FavioVazquez/ds-cheatsheets#math-and-calculus)\n    - [Refresher Algebra and Calculus](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Math_Calculus/refresher-algebra-calculus.pdf)\n    - [Refresher Probabilities and Statistics](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Math_Calculus/refresher-probabilities-statistics.pdf)\n    - [Fundamentals of Probabilities](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Math_Calculus/Probability%20Cheatsheet.pdf)\n- [Big Data](https://github.com/FavioVazquez/ds-cheatsheets#big-data)\n    - [Pyspark RDD](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Big_Data/pyspark_rdd.pdf)\n    - [Pyspark DF](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Big_Data/pyspark_df.pdf)\n    - [Dask](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Big_Data/daskcheatsheet.pdf)\n    - [Sparklyr](https://github.com/rstudio/cheatsheets/blob/master/sparklyr.pdf)\n- [Machine Learning](https://github.com/FavioVazquez/ds-cheatsheets#machine-learning)\n    - [Scitk-Learn (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/scikit-learn.pdf)\n    - [Machine Learning Modelling in R](https://github.com/rstudio/cheatsheets/blob/master/Machine%20Learning%20Modelling%20in%20R.pdf)\n    - [Caret](https://github.com/rstudio/cheatsheets/blob/master/caret.pdf)\n    - [Estimatr](https://github.com/rstudio/cheatsheets/blob/master/estimatr.pdf)\n    - [H2O](https://github.com/rstudio/cheatsheets/blob/master/h2o.pdf)\n    - [mlr](https://github.com/rstudio/cheatsheets/blob/master/mlr.pdf)\n    - [Regression](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Supervised%20Learning/bsu-regression.pdf)\n    - [VIP Supervised Learning](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Supervised%20Learning/cheatsheet-supervised-learning.pdf)\n    - [Segmentation and Clustering](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Unsupervised%20Learning/segmentation_clustering.pdf)\n    - [VIP Unsupervised Learning](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Unsupervised%20Learning/cheatsheet-unsupervised-learning.pdf)\n    - [VIP Machine Learning Tips and Tricks](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Tricks/cheatsheet-machine-learning-tips-and-tricks.pdf)\n    - [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)\n- [Deep Learning](https://github.com/FavioVazquez/ds-cheatsheets#deep-learning)\n    -[Neural Nets](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/Neural%20Network%20Cells.png)\n    - [Keras RStudio](https://github.com/rstudio/cheatsheets/blob/master/keras.pdf)\n    - [Keras](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/keras.pdf)\n    - [Deep Learning Basics](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/cheatsheet-deep-learning.pdf)\n    - [Convolutional Neural Networkds](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/cheatsheet-convolutional-neural-networks.pdf)\n    - [Recurrent Neural Networks](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/cheatsheet-recurrent-neural-networks.pdf)\n    - [Tips and Tricks](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/cheatsheet-deep-learning-tips-tricks.pdf)\n- [SQL](https://github.com/FavioVazquez/ds-cheatsheets#sql)\n    - [SQL cheatsheet by sqltutorial (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/SQL/SQL-cheat-sheet.pdf)\n    - [SQL cheatsheet by Rebel Labs](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/SQL/zt_sql_cheat_sheet.pdf)\n- [Data Visualization](https://github.com/FavioVazquez/ds-cheatsheets#data-visualization)\n    - [Matplotlib](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/matplotlib.pdf)\n    - [Seaborn](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/seaborn.pdf)\n    - [Bokeh](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/bokeh.pdf)\n    - [Comprehensive Guide to Data Visualization in Python](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Data_Visualization/img/data-visualisation-infographics-python.jpg)\n    - [Ggplot2](https://github.com/rstudio/cheatsheets/blob/master/data-visualization-2.1.pdf)\n    - [Leaflet](https://github.com/rstudio/cheatsheets/blob/master/leaflet.pdf)\n    - [Cartography](https://github.com/rstudio/cheatsheets/blob/master/cartography.pdf)\n    - [Comprehensive Guide to Data Visualization in R](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Data_Visualization/Comprehensive%20Guide%20to%20Data%20Visualization_R.pdf)\n    - [Simple Features sf](https://github.com/rstudio/cheatsheets/blob/master/sf.pdf)\n    - [survminer](https://github.com/rstudio/cheatsheets/blob/master/survminer.pdf)\n- [Data Science in General and Others](https://github.com/FavioVazquez/ds-cheatsheets#data-science-in-general-and-others)\n    - [Shiny](https://github.com/rstudio/cheatsheets/blob/master/shiny.pdf)\n    - [Vim](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/Text_Editors/Vim/vim_cheat_sheet_for_programmers_print.pdf)\n    - [Emacs](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/Text_Editors/Emacs/How-to-learn-Emacs-v2-large.pdf)\n    - [Git - Atlassian's Cheatsheet](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/Git/atlassian-git-cheatsheet.pdf)\n    - [DVC](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/DVC/DVC_cheatsheet.pdf)\n    - [BASH](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/BASH/bash_cheat_sheet.pdf)\n\n- [Data Science Cheatsheet Takeaway](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/data-science-cheatsheet.pdf)\n----------------------------------------\n\n\n# [Business Science](https://www.business-science.io/)\n\n## [Business Science Problem Framework (PDF)](https://github.com/business-science/cheatsheets/blob/master/Business_Science_Problem_Framework.pdf)\n\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Business_Science/img/Business_Science_Problem_Framework.png)\n\n## [Data Science with Python Workflow (PDF)](https://github.com/business-science/cheatsheets/blob/master/Data_Science_With_Python_Workflow.pdf)\n\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Business_Science/img/Data_Science_With_Python_Workflow.png)\n\n## [Data Science with R Workflow (PDF)](https://github.com/business-science/cheatsheets/blob/master/Data_Science_With_R_Workflow.pdf)\n\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Business_Science/img/Data_Science_With_R_Workflow.png)\n\n# Python\n\n## Datacamp\n\n- [Python Basics (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/python_basics.pdf)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/img/python_basics-1.png)\n\n- [Pandas Basics (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/pandas_basics.pdf)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/img/pandas_basics-1.png)\n\n- [Pandas (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/pandas.pdf)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/img/pandas-1.png)\n\n- [Importing Data (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/import_data.pdf)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/img/import_data-1.png)\n\n- [Jupyter (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/jupyter.pdf)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/img/jupyter-1.png)\n\n- [Numpy Basics (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/numpy_basics.pdf)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/img/numpy_basics-1.png)\n\n## [Python Crash Course](https://github.com/ehmatthes/pcc)\n\n- [Beginners Python Cheat Sheet (Long PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Python_Crash_Course/Beginners-Python-Cheat-Sheet.pdf)\n\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Python_Crash_Course/Beginners-Python-Cheat-Sheet.png)\n\n## Dataquest\n\n- [Intermediate Python (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Dataquest/Intermediate-Python-Cheat-Sheet.pdf)\n\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Dataquest/img/Intermediate-Python-Cheat-Sheet-1.png)\n\n- [Python REGEX (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Dataquest/python-regular-expressions-cheat-sheet.pdf)\n\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Dataquest/img/dataquest-python-regex.png)\n\n## Others\n\n- [Python 3 Memento (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Others/mementopython3-english.pdf)\n\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Others/img/mementopython3-english/mementopython3-english-1.png)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Others/img/mementopython3-english/mementopython3-english-2.png)\n\n\n# R\n\n## Datacamp\n\n- [Tidiverse (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/R/Datacamp/tidiverse_beginners.pdf)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/R/Datacamp/img/tidiverse_beginners-1.png)\n\n- [data.table (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/R/Datacamp/data_table.pdf)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/R/Datacamp/img/data_table-1.png)\n\n-[xts (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/R/Datacamp/xts.pdf)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/R/Datacamp/img/xts-1.png)\n\n## RStudio\n\n- [R Studio IDE (PDF)](https://github.com/rstudio/cheatsheets/blob/master/rstudio-ide.pdf)\n![](https://github.com/rstudio/cheatsheets/blob/master/pngs/rstudio-ide.png)\n\n- [Base R (PDF)](https://github.com/rstudio/cheatsheets/blob/master/base-r.pdf)\n\n![](https://github.com/rstudio/cheatsheets/blob/master/pngs/base-r.png)\n\n- [Data Import with readr (PDF)](https://github.com/rstudio/cheatsheets/blob/master/data-import.pdf)\n\n![](https://github.com/rstudio/cheatsheets/blob/master/pngs/data-import.png)\n\n- [Data Transformation with Dplyr (PDF)](https://github.com/rstudio/cheatsheets/blob/master/data-transformation.pdf)\n![](https://github.com/rstudio/cheatsheets/blob/master/pngs/data-transformation.png)\n\n- [Apply Functions with purrr (PDF)](https://github.com/rstudio/cheatsheets/blob/master/purrr.pdf)\n\n![](https://github.com/rstudio/cheatsheets/blob/master/pngs/purrr.png)\n\n- [Data transformation with data.table (PDF)](https://github.com/rstudio/cheatsheets/blob/master/datatable.pdf)\n\n![](https://github.com/rstudio/cheatsheets/blob/master/pngs/datatable.png)\n\n- [Dates and Times with lubridate (PDF)](https://github.com/rstudio/cheatsheets/blob/master/lubridate.pdf)\n\n![](https://github.com/rstudio/cheatsheets/blob/master/pngs/lubridate.png)\n\n- [Randomizr (PDF)](https://github.com/rstudio/cheatsheets/blob/master/randomizr.pdf)\n\n![](https://github.com/rstudio/cheatsheets/blob/master/pngs/randomizr.png)\n\n- [Regular Expressions (PDF)](https://github.com/rstudio/cheatsheets/blob/master/regex.pdf)\n\n![](https://github.com/rstudio/cheatsheets/blob/master/pngs/regular-expressions.png)\n\n- [Work with Strings with stringr (PDF)](https://github.com/rstudio/cheatsheets/blob/master/strings.pdf)\n\n![](https://github.com/rstudio/cheatsheets/blob/master/pngs/strings.png)\n\n- [Tidy Evaluation with rlang (PDF)](https://github.com/rstudio/cheatsheets/blob/master/tidyeval.pdf)\n\n![](https://github.com/rstudio/cheatsheets/blob/master/pngs/tidyeval.png)\n\n- [Xplain (PDF)](https://github.com/rstudio/cheatsheets/blob/master/xplain.pdf)\n\n![](https://github.com/rstudio/cheatsheets/blob/master/pngs/xplain.png)\n\n- [Sintax Comparison (PDF)](https://github.com/rstudio/cheatsheets/blob/master/syntax.pdf)\n\n![](https://github.com/rstudio/cheatsheets/blob/master/pngs/syntax.png)\n\n- [Data and Variable Transformation with sjmisc (PDF)](https://github.com/rstudio/cheatsheets/blob/master/sjmisc.pdf)\n\n![](https://github.com/rstudio/cheatsheets/blob/master/pngs/sjmisc.png)\n\n- [R Markdown (PDF)](https://github.com/rstudio/cheatsheets/blob/master/rmarkdown-2.0.pdf)\n\n![](https://github.com/rstudio/cheatsheets/blob/master/pngs/rmarkdown-2.0.png)\n\n- [Package Development with devtools (PDF)](https://github.com/rstudio/cheatsheets/blob/master/package-development.pdf)\n\n![](https://github.com/rstudio/cheatsheets/blob/master/pngs/package-development.png)\n\n\n# Math and Calculus\n\nFrom @afshinea, @stat110 and @wzchen:\n\n- [Refresher Algebra and Calculus (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Math_Calculus/refresher-algebra-calculus.pdf)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Math_Calculus/img/refresher-algebra-calculus/refresher-algebra-calculus-1.png)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Math_Calculus/img/refresher-algebra-calculus/refresher-algebra-calculus-2.png)\n\n- [Refresher Probabilities and Statistics (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Math_Calculus/refresher-probabilities-statistics.pdf)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Math_Calculus/img/refresher-probabilities-statistics/refresher-probabilities-statistics-1.png)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Math_Calculus/img/refresher-probabilities-statistics/refresher-probabilities-statistics-2.png)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Math_Calculus/img/refresher-probabilities-statistics/refresher-probabilities-statistics-3.png)\n\n- [Fundamentals of Probabilities (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Math_Calculus/Probability%20Cheatsheet.pdf)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Math_Calculus/img/Probability%20Cheatsheet/1.PNG)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Math_Calculus/img/Probability%20Cheatsheet/2.PNG)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Math_Calculus/img/Probability%20Cheatsheet/3.PNG)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Math_Calculus/img/Probability%20Cheatsheet/4.PNG)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Math_Calculus/img/Probability%20Cheatsheet/5.PNG)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Math_Calculus/img/Probability%20Cheatsheet/6.PNG)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Math_Calculus/img/Probability%20Cheatsheet/7.PNG)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Math_Calculus/img/Probability%20Cheatsheet/8.PNG)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Math_Calculus/img/Probability%20Cheatsheet/9.PNG)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Math_Calculus/img/Probability%20Cheatsheet/10.PNG)\n\n# Big Data\n\n## Python\n\n- [Pyspark RDD (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Big_Data/pyspark_rdd.pdf)\n\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Big_Data/img/pyspark_rdd/pyspark_rdd-1.png)\n\n- [Pyspark DF (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Big_Data/pyspark_df.pdf)\n\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Big_Data/img/pyspark_df/pyspark_df-1.png)\n\n- [Dask (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Big_Data/daskcheatsheet.pdf)\n\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Big_Data/img/daskcheatsheet/daskcheatsheet-1.png)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Big_Data/img/daskcheatsheet/daskcheatsheet-2.png)\n\n## R\n\n- [Sparklyr (PDF)](https://github.com/rstudio/cheatsheets/blob/master/sparklyr.pdf)\n\n![](https://github.com/rstudio/cheatsheets/blob/master/pngs/sparklyr.png)\n\n# Machine Learning\n\n## Python\n\n- [Scitk-Learn (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/scikit-learn.pdf)\n\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/img/scikit-learn-1.png)\n\n## R\n\n- [Machine Learning Modelling in R (PDF)](https://github.com/rstudio/cheatsheets/blob/master/Machine%20Learning%20Modelling%20in%20R.pdf)\n\n![](https://github.com/rstudio/cheatsheets/blob/master/pngs/Machine%20Learning%20Modelling%20in%20R.png)\n\n- [Caret (PDF)](https://github.com/rstudio/cheatsheets/blob/master/caret.pdf)\n\n![](https://github.com/rstudio/cheatsheets/blob/master/pngs/caret.png)\n\n- [Estimatr (PDF)](https://github.com/rstudio/cheatsheets/blob/master/estimatr.pdf)\n\n![](https://github.com/rstudio/cheatsheets/blob/master/pngs/estimatr.png)\n\n_ [H2O (PDF)](https://github.com/rstudio/cheatsheets/blob/master/h2o.pdf)\n\n![](https://github.com/rstudio/cheatsheets/blob/master/pngs/h2o.png)\n\n- [mlr (PDF)](https://github.com/rstudio/cheatsheets/blob/master/mlr.pdf)\n\n![](https://github.com/rstudio/cheatsheets/blob/master/pngs/mlr.png)\n\n\n## Supervised Learning\n- [Regression  (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Supervised%20Learning/bsu-regression.pdf)\n\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Supervised%20Learning/img/bsu-regression-cheatsheet.png)\n\nFrom @afshinea:\n\n- [VIP Supervised Learning (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Supervised%20Learning/cheatsheet-supervised-learning.pdf)\n\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Supervised%20Learning/img/cheatsheet-supervised-learning/cheatsheet-supervised-learning-1.png)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Supervised%20Learning/img/cheatsheet-supervised-learning/cheatsheet-supervised-learning-2.png)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Supervised%20Learning/img/cheatsheet-supervised-learning/cheatsheet-supervised-learning-3.png)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Supervised%20Learning/img/cheatsheet-supervised-learning/cheatsheet-supervised-learning-4.png)\n\n## Unsupervised Learning\n- [Segmentation and Clustering (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Unsupervised%20Learning/segmentation_clustering.pdf)\n\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Unsupervised%20Learning/img/BSU-segmentation-clustering.png)\n\n\nFrom @afshinea:\n\n- [VIP Unsupervised Learning (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Unsupervised%20Learning/cheatsheet-unsupervised-learning.pdf)\n\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Unsupervised%20Learning/img/cheatsheet-unsupervised-learning/cheatsheet-unsupervised-learning-1.png)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Unsupervised%20Learning/img/cheatsheet-unsupervised-learning/cheatsheet-unsupervised-learning-2.png)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Unsupervised%20Learning/img/cheatsheet-unsupervised-learning/cheatsheet-unsupervised-learning-3.png)\n\n## Hacks, tricks and tips\n\nFrom @afshinea:\n\n- [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)\n\n![](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)\n![](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)\n![](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)\n\n## Choosing the right model\n\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Choosing_Model/img/microsoft-machine-learning-algorithm-cheat-sheet-v7-1.png)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Machine_Learning/Choosing_Model/img/ml_map_scikit_learn.png)\n\n\n# Deep Learning\n\n## Neural Nets\n\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/Neural%20Network%20Cells.png)\n\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/Neural%20Network%20Graphs.png)\n\n## R\n\n- [Keras RStudio (PDF)](https://github.com/rstudio/cheatsheets/blob/master/keras.pdf)\n\n![](https://github.com/rstudio/cheatsheets/blob/master/pngs/keras.png)\n\n\n## Python\n\n- [Keras (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/keras.pdf)\n\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/img/keras-1.png)\n\nFrom @afshinea:\n\n- [Deep Learning Basics (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/cheatsheet-deep-learning.pdf)\n\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/img/cheatsheet-deep-learning/cheatsheet-deep-learning-1.png)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/img/cheatsheet-deep-learning/cheatsheet-deep-learning-2.png)\n\n- [Convolutional Neural Networkds (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/cheatsheet-convolutional-neural-networks.pdf)\n\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/img/cheatsheet-convolutional-neural-networks/cheatsheet-convolutional-neural-networks-1.png)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/img/cheatsheet-convolutional-neural-networks/cheatsheet-convolutional-neural-networks-2.png)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/img/cheatsheet-convolutional-neural-networks/cheatsheet-convolutional-neural-networks-3.png)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/img/cheatsheet-convolutional-neural-networks/cheatsheet-convolutional-neural-networks-4.png)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/img/cheatsheet-convolutional-neural-networks/cheatsheet-convolutional-neural-networks-5.png)\n\n- [Recurrent Neural Networks (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/cheatsheet-recurrent-neural-networks.pdf)\n\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/img/cheatsheet-recurrent-neural-networks/cheatsheet-recurrent-neural-networks-1.png)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/img/cheatsheet-recurrent-neural-networks/cheatsheet-recurrent-neural-networks-2.png)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/img/cheatsheet-recurrent-neural-networks/cheatsheet-recurrent-neural-networks-3.png)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/img/cheatsheet-recurrent-neural-networks/cheatsheet-recurrent-neural-networks-4.png)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/img/cheatsheet-recurrent-neural-networks/cheatsheet-recurrent-neural-networks-5.png)\n\n- [Tips and Tricks (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/cheatsheet-deep-learning-tips-tricks.pdf)\n\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/img/cheatsheet-deep-learning-tips-tricks/cheatsheet-deep-learning-tips-tricks-1.png)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/img/cheatsheet-deep-learning-tips-tricks/cheatsheet-deep-learning-tips-tricks-2.png)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Deep_Learning/img/cheatsheet-deep-learning-tips-tricks/cheatsheet-deep-learning-tips-tricks-3.png)\n\n# SQL\n\n- [SQL cheatsheet by sqltutorial (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/SQL/SQL-cheat-sheet.pdf)\n\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/SQL/img/SQL-cheat-sheet/SQL-cheat-sheet-1.png)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/SQL/img/SQL-cheat-sheet/SQL-cheat-sheet-2.png)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/SQL/img/SQL-cheat-sheet/SQL-cheat-sheet-3.png)\n\n- [SQL cheatsheet by Rebel Labs](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/SQL/zt_sql_cheat_sheet.pdf)\n\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/SQL/img/zt_sql_cheat_sheet/zt_sql_cheat_sheet-1.png)\n\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/SQL/img/sql_reddit.jpg)\n\n# Data Visualization\n\n## Python\n\n- [Matplotlib (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/matplotlib.pdf)\n\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/img/matplotlib-1.png)\n\n- [Seaborn (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/seaborn.pdf)\n\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/img/seaborn-1.png)\n\n- [Bokeh (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/bokeh.pdf)\n\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Python/Datacamp/img/bokeh-1.png)\n\n- Comprehensive Guide to Data Visualization in Python\n\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Data_Visualization/img/data-visualisation-infographics-python.jpg)\n\n## R\n\n- [Ggplot2 (PDF)](https://github.com/rstudio/cheatsheets/blob/master/data-visualization-2.1.pdf)\n\n![](https://github.com/rstudio/cheatsheets/blob/master/pngs/data-visualization-2.1.png)\n\n- [Leaflet (PDF)](https://github.com/rstudio/cheatsheets/blob/master/leaflet.pdf)\n\n![](https://github.com/rstudio/cheatsheets/blob/master/pngs/leaflet.png)\n\n- [Cartography (PDF)](https://github.com/rstudio/cheatsheets/blob/master/cartography.pdf)\n\n![](https://github.com/rstudio/cheatsheets/blob/master/pngs/cartography.png)\n\n- [Comprehensive Guide to Data Visualization in R](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Data_Visualization/Comprehensive%20Guide%20to%20Data%20Visualization_R.pdf)\n\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/Data_Visualization/img/Comprehensive%20Guide%20to%20Data%20Visualization_R-1.png)\n\n- [Simple Features sf (PDF)](https://github.com/rstudio/cheatsheets/blob/master/sf.pdf)\n\n![](https://github.com/rstudio/cheatsheets/blob/master/pngs/sf.png)\n\n- [survminer (PDF)](https://github.com/rstudio/cheatsheets/blob/master/survminer.pdf)\n\n![](https://github.com/rstudio/cheatsheets/blob/master/pngs/survminer.png)\n\n# Data Science in General and Others\n\n- [Shiny (PDF)](https://github.com/rstudio/cheatsheets/blob/master/shiny.pdf)\n\n![](https://github.com/rstudio/cheatsheets/blob/master/pngs/shiny.png)\n\n- [Vim (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/Text_Editors/Vim/vim_cheat_sheet_for_programmers_print.pdf)\n\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/Text_Editors/Vim/vim_cheat_sheet_for_programmers_print.png)\n\n- [Emacs (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/Text_Editors/Emacs/How-to-learn-Emacs-v2-large.pdf)\n\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/Text_Editors/Emacs/How-to-learn-Emacs-v2-large.png)\n\n- [Git - Atlassian's Cheatsheet (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/Git/atlassian-git-cheatsheet.pdf)\n\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/Git/img/Atlassian_git_cheatsheet_pg1.png)\n\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/Git/img/Atlassian_git_cheatsheet_pg2.png)\n\n- [DVC (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/DVC/DVC_cheatsheet.pdf)\n\n![](https://raw.githubusercontent.com/FavioVazquez/ds-cheatsheets/master/General/DVC/img/DVC_cheatsheet.png)\n\n- [BASH (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/BASH/bash_cheat_sheet.pdf)\n\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/BASH/img/Linux-bash-cheatsheet-pg1.png)\n\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/BASH/img/Linux-bash-cheatsheet-pg2.png)\n\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/BASH/img/Linux-bash-cheatsheet-pg3.png)\n\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/BASH/img/Linux-bash-cheatsheet-pg4.png)\n\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/BASH/img/Linux-bash-cheatsheet-pg5.png)\n\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/BASH/img/Linux-bash-cheatsheet-pg6.png)\n\nBy @ml874\n\n- [Data Science Cheatsheet (PDF)](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/data-science-cheatsheet.pdf)\n\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/img/data-science-cheatsheet/data-science-cheatsheet-01.png)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/img/data-science-cheatsheet/data-science-cheatsheet-02.png)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/img/data-science-cheatsheet/data-science-cheatsheet-03.png)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/img/data-science-cheatsheet/data-science-cheatsheet-04.png)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/img/data-science-cheatsheet/data-science-cheatsheet-05.png)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/img/data-science-cheatsheet/data-science-cheatsheet-06.png)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/img/data-science-cheatsheet/data-science-cheatsheet-07.png)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/img/data-science-cheatsheet/data-science-cheatsheet-08.png)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/img/data-science-cheatsheet/data-science-cheatsheet-09.png)\n![](https://github.com/FavioVazquez/ds-cheatsheets/blob/master/General/img/data-science-cheatsheet/data-science-cheatsheet-10.png)\n\n\n# Contributors:\n\n## [Favio Vázquez](https://github.com/FavioVazquez)\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FFavioVazquez%2Fds-cheatsheets","html_url":"https://awesome.ecosyste.ms/projects/github.com%2FFavioVazquez%2Fds-cheatsheets","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2FFavioVazquez%2Fds-cheatsheets/lists"}