Cheat Sheets for Machine Learning, Deep Learning, AI, Data Science, Maths & SQL

In this page, you can download all the important cheat sheet such as; Cheat Sheets for Machine Learning, Deep Learning, AI, Data Science, Maths & SQL. I have only listed out the most using Cheat Sheet by the Data Scientist/ Machine Learning Engineer.

A cheat sheet is a valuable documentation for all the engineer, who is working with data. Cheat sheet saves lots of time because; we don’t need to go for searching the solution in heavy and thick books. As we all know, Machine Learning/Data Science is a vast field and it is growing at jet speed. Consequently, the syllabus is also increasing. So, it is obvious, that we cannot remember all the algorithms, tools, formula and functions for a long time. Therefore we need a cheat sheet to get a quick solution.

If you want all of the cheat sheets in a single zip file; you can download at the end of the post.

Cheat Sheets for Machine Learning

On the internet, you will find lots of machine learning algorithms cheat sheet. But here I include only those cheat sheet, who is well detailing and more explainable.

• Algorithm Summary

Source: http://machinelearningmastery.com/a-tour-of-machine-learning-algorithms/

• Brief summary of the algorithms 

Source: https://blog.dataiku.com/machine-learning-explained-algorithms-are-your-friend

• Machine Learning Algorithms

Source: http://thinkbigdata.in/best-known-machine-learning-algorithms-infographic/

• SAS Algorithms

Source: http://blogs.sas.com/content/subconsciousmusings/2017/04/12/machine-learning-algorithm-use/

• TensorFlow

Source: https://github.com/aymericdamien/TensorFlow-Examples/blob/master/notebooks/1_Introduction/basic_operations.ipynb

• scikit-learn

Source: https://www.datacamp.com/community/blog/scikit-learn-cheat-sheet#gs.fZ2A1Jk

Source: http://peekaboo-vision.blogspot.de/2013/01/machine-learning-cheat-sheet-for-scikit.html

• The Neural Networks Zoo

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

• Microsoft Azure Machine Learning Algorithm

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

Python Cheat Sheets

You can download from here, the most comprehensive cheat sheets for the python.

• Python Basics

Source: http://datasciencefree.com/python.pdf

• Python for Data science

Source: https://www.datacamp.com/community/tutorials/python-data-science-cheat-sheet-basics#gs.0x1rxEA

• Numpy

Source: http://datasciencefree.com/numpy.pdf

Source: https://www.dataquest.io/blog/numpy-cheat-sheet/

Source: https://github.com/donnemartin/data-science-ipython-notebooks/blob/master/numpy/numpy.ipynb

Source: https://www.datacamp.com/community/blog/python-numpy-cheat-sheet#gs.Nw3V6CE

• Pytorch

Source: https://github.com/bfortuner/pytorch-cheatsheet

• Pandas

Source: https://www.datacamp.com/community/blog/python-pandas-cheat-sheet#gs.S4P4T=U

Source: http://datasciencefree.com/pandas.pdf

Source: https://github.com/donnemartin/data-science-ipython-notebooks/blob/master/pandas/pandas.ipynb

• Matplotlib

Source: https://www.datacamp.com/community/blog/python-matplotlib-cheat-sheet

Source: https://github.com/donnemartin/data-science-ipython-notebooks/blob/master/matplotlib/matplotlib.ipynb

• Keras Cheat Sheet

Source: https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Keras_Cheat_Sheet_Python.pdf

Maths Cheat Sheets

This four cheat sheet covers most of the maths related, machine learning algorithms.

• Linear Algebra

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

• Calculus

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

• Statistics

Source: http://web.mit.edu/~csvoss/Public/usabo/stats_handout.pdf

• Probability

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

SQL Cheat Sheet

Source: http://www.sql-tutorial.net/sql-cheat-sheet.pdf

MySQL Cheat Sheet

Source: http://cse.unl.edu/~sscott/ShowFiles/SQL/CheatSheet/SQLCheatSheet.html

Yes! you can Download the zip file of all the above mention cheat sheet from here. Keep sharing information.

You can check out some useful information about Artificial Intelligence(AI) and Machine Learning(ML).

Let me know in the comment section below! if I am missing any you like.