Cheat sheets of machine learning, math and Python

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Many people want to get started in the field of artificial intelligence. Among them, machine learning, mathematics and the more popular programming language Python are particularly important. The cheat sheet provided below can be said to play his role well, welcome to read to the end of the article and click on the link to download it! For more details about this cheat sheet, please click the provided link!

Neural Network Architectures

Link: http://www.asimovinstitute.org/neural-network-zoo/

Microsoft Azure Algorithm Flowchart

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

SAS Algorithm Flowchart

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

Algorithm Summary

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

Algorithm Pro/Con

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

ML algorithm

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

Python basics

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

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

Numpy

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

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

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

Link: https://github.com/donnemartin/data-science-ipython-notebooks/blob/master/numpy/numpy.ipynb

Pandas

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

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

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

Matplotlib

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

Link: https://github.com/donnemartin/data-science-ipython-notebooks/tree/master/matplotlib

Scikit Learn

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

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

Link:https://github.com/rcompton/ml_cheat_sheet/blob/master/supervised_learning.ipynb

Tensorflow

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

Pytorch

Link: https://github.com/bfortuner/pytorch-cheatsheet

mathematics

Probability theory

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

Linear algebra

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

Statistics

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

Calculus

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

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