Resources | worthy collection of 27 cheat sheet of machine learning

There are many aspects to machine learning, and as I started researching it, I found all sorts of “cheat sheets” that succinctly list the key points for a given topic. I ended up with over 20 machine learning cheat sheets, some of which I read regularly and others that I learned a lot from. This article contains 27 cheat sheets I found on the Internet, so please let me know if I missed anything.

— Robbie Allen

Download most of the machine learning cheat sheets collected in this article by replying to “Cheat sheets” on wechat.

This article is authorized from Linux China (ID:linux-cn).

Machine learning

Here are some useful flowcharts and tables of machine learning algorithms, but I’ve included only the most comprehensive ones I’ve found.

Neural network architecture

(via:http://www.asimovinstitute.org/neural-network-zoo/)

Neural network park

Microsoft Azure algorithm flow chart

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

Machine learning algorithms for Microsoft Azure Machine Learning Studio

Flow chart of SAS algorithm

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

SAS: Which machine learning algorithm should I use?

Algorithm is summarized

(via:http://machinelearningmastery.com/a-tour-of-machine-learning-algorithms/)

Guide to machine learning algorithms

(via:http://thinkbigdata.in/best-known-machine-learning-algorithms-infographic/)

What is the best known machine learning algorithm?

algorithm

(via： https://blog.dataiku.com/machine-learning-explained-algorithms-are-your-friend)

Python

Naturally, there are many online resources for Python, and in this section I’ve included only the best cheat sheets I’ve seen.

algorithm

(via:https://www.analyticsvidhya.com/blog/2015/09/full-cheatsheet-machine-learning-algorithms/)

Python based

(via:http://datasciencefree.com/python.pdf)

Data science Python cheat sheet for getting started

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

NumPy Cheat Sheet – Python for Data Science

(via:https://www.dataquest.io/blog/numpy-cheat-sheet/)

Numpy Cheat Sheet

(via: http://datasciencefree.com/numpy.pdf)

NumPy Cheat Sheet: Data Analysis in Python

(via:https://www.datacamp.com/community/blog/python-numpy-cheat-sheet#gs.Nw3V6CE)

Data-Science-Ipython-Notebooks(NumPy)

(via:https://github.com/donnemartin/data-science-ipython-notebooks/blob/master/

numpy/numpy.ipynb)

Data Analysis with Pandas

(via:http://datasciencefree.com/pandas.pdf)

Pandas Cheat Sheet for Data Science in Python

(via:https://www.datacamp.com/community/blog/python-pandas-cheat-sheet#gs.

S4P4T=U)

Data-Science-Ipython-Notebooks(Pandas)

(via:https://github.com/donnemartin/data-science-ipython-notebooks/blob/master/

pandas/pandas.ipynb)

Matplotlib Cheat Sheet: Plotting in Python

(via:https://www.datacamp.com/community/blog/python-matplotlib-cheat-sheet)

Data-Science-Ipython-Notebooks

(via: https://github.com/donnemartin/data-science-ipython-notebooks/blob/master/

matplotlib/matplotlib.ipynb)

Scikit Learn

(via: https://www.datacamp.com/community/blog/scikit-learn-cheat-sheet#gs.fZ2A1Jk)

Machine Learning Cheat Sheet (for scikit-learn)

(via:http://peekaboo-vision.blogspot.de/2013/01/machine-learning-cheat-sheet-for-scikit.html)

ml_cheat_sheet

(via: https://github.com/rcompton/ml_cheat_sheet/blob/master/supervised_learning.

ipynb)

TensorFlow-Examples

(via: https://github.com/aymericdamien/TensorFlow-Examples/blob/

master/notebooks/1_Introduction/basic_operations.ipynb)

Pytorch Cheatsheet

(via: https://github.com/bfortuner/pytorch-cheatsheet)

mathematics

If you want to understand machine learning, you’ll need a thorough understanding of statistics (especially probability), linear algebra, and some calculus. I minored in math as an undergraduate, but I really need to brush up. These cheat sheets provide most of the math you need to know behind machine learning algorithms.

The probability of

(via:http://www.wzchen.com/s/probability_cheatsheet.pdf)

Probability cheat sheet 2.0

Linear algebra

(via: https://minireference.com/static/tutorials/linear_algebra_in_4_pages.pdf)

Linear algebra explained in four pages

statistical

(via: http://web.mit.edu/~csvoss/Public/usabo/stats_handout.pdf)

Statistics cheat sheet

Differential and integral calculus

(via:http://tutorial.math.lamar.edu/getfile.aspx?file=B,41,N)

Calculus cheat sheet