Essential Cheat Sheets for Machine Learning Python and Maths

CheetSheet-Machine-Learning-Algorithm

We often find ourselves spending time thinking which algorithm is best? And then go back to our big books for reference! These cheat sheets gives an idea about both the nature of your data and the problem you’re working to address, and then suggests an algorithm for you to try.

We regularly end up investing time supposing which algorithm is ideal? And after that backpedal to our enormous books for reference!

I have included only the most important ones below.

 

1.) SAS Algorithm Flowchart

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

 

 

2.) Algorithm Summary

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

3.) Machine Learning Algorithms

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

4.) Machine Learning Explained Algorithms

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

5.) Cheat Sheet for 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

6.) Tensorflow

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

 

7.) Microsoft Azure Algorithm Flowchart

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

 

8.) Neural Networks Zoo

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

Python

For python I have included the best cheat sheets since there are many online resources available in this section.

1.) Python Basics

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

 

2.) Python Data science

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

 

3.) Numpy

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

Sourcehttp://datasciencefree.com/numpy.pdf

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

5.) Pandas

Sourcehttp://datasciencefree.com/pandas.pdf

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

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

6.) Matplotlib

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

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

Math

Below are some of the Cheat sheets of Math behind the most common Machine Learning algorithms.

1.) Probability

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

 

 

2.) Linear Algebra

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

3.) Statistics

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

 

 

About Manjunath 50 Articles
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1 Comment

  1. Hi Manjunath – Very Useful list of Cheat sheets for ML,Python,Maths.
    I am in final year PG student following your blog frequently and I am trying to learn Machine Learning in 90 days using one of your post link. I am finding it very very useful.

    Thanks.

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