Data Science Cheat Sheets

Algebra, Calculus, Probability, Statistics, Python, R, Machine Learning, Neural Networks, Numpy, Pandas, Matplotlib

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Note: Click on the images to get the high resolution cheat sheets.

Algebra

The following has 2 pages. Click on the image to get the full cheat sheet.

Source: http://tutorial.math.lamar.edu/getfile.aspx?file=B,31,N

Linear Algebra

The following has 4 pages. Click on the image to get the full cheat sheet.

Source: https://minireference.com/static/tutorials/linear_algebra_in_4_pages.pdf

Calculus

The following has 4 pages. Click on the image to get the full cheat sheet.

Source: http://tutorial.math.lamar.edu/getfile.aspx?file=B,41,N

Probability

The following has 10 pages. Click on the image to get the full cheat sheet.

Source: http://www.wzchen.com/s/probability_cheatsheet.pdf

Statistics

The following has 4 pages. Click on the image to get the full cheat sheet.

Source: http://www.mathcentre.ac.uk/resources/uploaded/43799-prob-stats-ff-for-web.pdf

Python

Source: http://datasciencefree.com

Source: https://www.datacamp.com

R

Source: http://datasciencefree.com/

Machine Learning

Azure Machine Learning

Source: https://docs.microsoft.com/en-us/azure/machine-learning/algorithm-cheat-sheet

scikit-learn

Source: https://scikit-learn.org/stable/tutorial/machine_learning_map/index.html

Source: https://www.datacamp.com

Neural Networks

Source: https://www.asimovinstitute.org/neural-network-zoo/

Source: https://www.asimovinstitute.org/author/fjodorvanveen/

PySpark

Source: https://www.datacamp.com

Source: https://www.datacamp.com

Numpy

Source: https://www.datacamp.com

Source: https://intellipaat.com/blog/tutorial/python-tutorial/numpy-cheat-sheet/

Source: http://datasciencefree.com/

SciPy - Linear Algebra built on Numpy

Source: https://www.datacamp.com

Bokeh (Data Visualization)

Source: https://www.datacamp.com

Pandas

Source: https://www.datacamp.com

Source: https://www.datacamp.com

Matplotlib (Data Visualization)

Source: https://www.datacamp.com

Seaborn (Data Visualization)

Source: https://www.datacamp.com

Keras

Source: https://www.datacamp.com

Jupyter Notebook

Source: https://www.datacamp.com

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