Awesome Cheatsheets for Data Science

Table of Contents

• Business Science
• Python
• 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)

Python

Datacamp

• Python Basics (PDF)

• Pandas Basics (PDF)

• Pandas (PDF)

• Importing Data (PDF)

• Jupyter (PDF)

• Numpy Basics (PDF)

Python Crash Course

• Begginers Python Cheat Sheet (Long PDF)

Dataquest

• Intermediate Python (PDF)

Others

• Python 3 Memento (PDF)

Math and Calculus

From @afshinea:

• Refresher Algebra and Calculus (PDF)

• Refresher Probabilities and Statistics (PDF)

Big Data

Python

• Pyspark RDD (PDF)

• Pyspark DF (PDF)

• Dask (PDF)

Machine Learning

Python

• Scitk-Learn (PDF)

Supervised Learning

From @afshinea:

• VIP Supervised Learning (PDF)

Unsupervised Learning

From @afshinea:

• VIP Unsupervised Learning (PDF)

Hacks, tricks and tips

From @afshinea:

• VIP Machine Learning Tips and Tricks (PDF)

Chossing the right model

Deep Learning

Neural Nets

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

Data Science in General and Others

• Shiny (PDF)

By @ml874

• Data Science Cheatsheet (PDF)

Credits

• GitHub Data Science Topic

License