Data Science Cheatsheets

List of Data Science Cheatsheets to rule the world.

Table of Contents

• Business Science
• Python
• R
• Math and Calculus
• Big Data
• Machine Learning
• Deep Learning
• SQL
• Data Visualization
• Data Science in General and Others

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Business Science

Business Science Problem Framework (PDF)

Data Science with Python Workflow (PDF)

Data Science with R Workflow (PDF)

Python

Datacamp

• Python Basics (PDF)

• Pandas Basics (PDF)

• Pandas (PDF)

• Importing Data (PDF)

• Jupyter (PDF)

• Numpy Basics (PDF)

Python Crash Course

• Beginners Python Cheat Sheet (Long PDF)

Dataquest

• Intermediate Python (PDF)

• Python REGEX (PDF)

Others

• Python 3 Memento (PDF)

R

Datacamp

• Tidiverse (PDF)

• data.table (PDF)

-xts (PDF)

RStudio

• R Studio IDE (PDF)

• Base R (PDF)

• Data Import with readr (PDF)

• Data Transformation with Dplyr (PDF)

• Apply Functions with purrr (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:

• Refresher Algebra and Calculus (PDF)

• Refresher Probabilities and Statistics (PDF)

• Fundamentals of Probabilities (PDF)

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)

_ H2O (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

- Keras (PDF)

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