Essential Cheat Sheets for Machine Learning Python and Maths In March, 2023

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/

2.) Algorithm Summary

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

3.) Machine Learning Algorithms cheat sheet pdf

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

4.) Machine Learning Explained Algorithms are Your Friend

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

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

Source: http://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 cheat sheet

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

7.) Azure machine learning cheat sheet

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

8.) Neural networks cheat sheet

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

2.) Python Data science cheat sheet

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

3.) Numpy cheat sheet

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

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

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

5.) Pandas cheat sheet

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

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

6.) Matplotlib cheat sheet

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

Source: http://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 cheat sheet

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

2.) Linear Algebra cheat sheet

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

3.) Statistics cheat sheet

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