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Cheat Sheet of Machine Learning and Python (and Math)
Cheat Sheets
medium.com /machine-learning-in-practice/cheat-sheet-of-machine-learning-and-python-and-math-cheat- sheets-a4afe4e791b There are many facets to Machine Learning. As I started brushing up on the subject, I came across various “cheat sheets” that compactly listed all the key points I needed to know for a given topic. Eventually, I compiled over 20 Machine Learning-related cheat sheets. Some I reference frequently and thought others may benefit from them too. This post contains 27 of the better cheat sheets I’ve found on the web. Let me know if I’m missing any you like. Given how rapidly the Machine Learning space is evolving, I imagine these will go out of date quickly, but at least as of June 1, 2017, they are pretty current. If you want all of the cheat sheets without having to download them individually like I did, I created a zip file containing all 27. Enjoy! If you like this post, give it a ❤️ below.
Machine Learning
There are a handful of helpful flowcharts and tables of Machine Learning algorithms. I’ve included only the most comprehensive ones I’ve found.
Neural Network Architectures
Source: http://www.asimovinstitute.org/neural-network-zoo/
The Neural Network Zoo
Microsoft Azure Algorithm Flowchart
Source: https://docs.microsoft.com/en-us/azure/machine-learning/machine-learning- algorithm-cheat-sheet
SAS: Which machine learning algorithm should I use?
Algorithm Summary
Source: http://machinelearningmastery.com/a-tour-of-machine-learning-algorithms/
A Tour of Machine Learning Algorithms Source: http://thinkbigdata.in/best-known-machine-learning-algorithms-infographic/
Python
Unsurprisingly, there are a lot of online resources available for Python. For this section, I’ve only included the best cheat sheets I’ve come across.
Algorithms
Source: https://www.analyticsvidhya.com/blog/2015/09/full-cheatsheet-machine-learning- algorithms/
Source: https://www.datacamp.com/community/tutorials/python-data-science-cheat-sheet- basics#gs.0x1rxEA
Numpy
Source: https://www.dataquest.io/blog/numpy-cheat-sheet/
Source: https://www.datacamp.com/community/blog/python-numpy-cheat- sheet#gs.Nw3V6CE
Source: https://github.com/donnemartin/data-science-ipython- notebooks/blob/master/numpy/numpy.ipynb
Source: https://www.datacamp.com/community/blog/python-pandas-cheat- sheet#gs.S4P4T=U
Source: https://github.com/donnemartin/data-science-ipython- notebooks/blob/master/pandas/pandas.ipynb
Source: https://github.com/donnemartin/data-science-ipython- notebooks/blob/master/matplotlib/matplotlib.ipynb
Scikit Learn
Source: https://www.datacamp.com/community/blog/scikit-learn-cheat-sheet#gs.fZ2A1Jk
