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.

Cheat Sheets for Machine Learning

  • 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 Cheat Sheets

  • 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.

Maths Cheat Sheets

  • 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.

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