Essential Cheat Sheets for Machine Learning Python and Maths

Essential Cheat Sheets for Machine Learning Python and Maths

Essential Cheat Sheets for Machine Learning Python and Maths

 

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 Cheat Sheets for Machine Learning AI Python and Maths ones below.

 

1.) SAS Algorithm Flowchart

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

 

 

CheatSheet- ML-Algo-Use

 

2.) Algorithm Summary

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

CheatSheet-MachineLearningMastery

3.) Machine Learning Algorithms cheat sheet pdf

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

CheatSheet-ThinkBigData-ML-Algo-Infographics

 

4.) Machine Learning Explained Algorithms are Your Friend

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

CheatSheet-ML-Explained-Algorithms

 

5.) machine learning cheat sheet (for scikit-learn)

 

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

Cheat-Sheet-Scikit-Learn

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

CheatSheet-Scikit-learn-Algo

 

6.) Tensorflow cheat sheet

 

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

 

CheatSheet-TensorFlow

 

7.) azure machine learning cheat sheet

 

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

CheatSheet-MicroSoft-Azure-Algo

 

8.) Neural networks cheat sheet

CheatSheet-Neural Network 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 machine learning cheat sheet

 

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

Python Basics Cheat Sheet

 

2.) Python Data science cheat sheet

 

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

Python Data science Cheat Sheet

 

3.) Numpy cheat sheet

 

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

 

NumPy CheatSheet

Sourcehttp://datasciencefree.com/numpy.pdf

NumPy CheatSheet1

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

NumPy CheatSheet2

 

 

5.) Pandas cheat sheet

 

Sourcehttp://datasciencefree.com/pandas.pdf

Python Pandas CheatSheet

 

Python Pandas CheatSheet2

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

Python Pandas CheatSheet3

 

 

6.) Matplotlib cheat sheet

 

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

Matplotlib cheatsheet

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

Matplotlib cheatsheet1

 

 

Math

 

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

 

1.) Probability cheat sheet

 

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

 

CheatSheet-Probability

 

2.) Linear Algebra cheat sheet

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

CheatSheet-Linear-Algebra

 

3.) Statistics cheat sheet

 

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

 

CheatSheet-Statistics

 

About Manjunath 111 Articles
FavouriteBlog.com - Top and Best Blog about Artificial Intelligence, Machine/Deep Learning

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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