[置顶] 【python 资料整理】机器学习、数学、Python 速查表
2017-09-07 16:07
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1、机器学习
http://www.asimovinstitute.org/neural-network-zoo/
https://docs.microsoft.com/en-us/azure/machine-learning/machine-learning-algorithm-cheat-sheet
http://blogs.sas.com/content/subconsciousmusings/2017/04/12/machine-learning-algorithm-use/
http://machinelearningmastery.com/a-tour-of-machine-learning-algorithms/
https://blog.dataiku.com/machine-learning-explained-algorithms-are-your-friend
2、ML算法
https://www.analyticsvidhya.com/blog/2015/09/full-cheatsheet-machine-learning-algorithms/
3、python 基础
http://datasciencefree.com/python.pdf
https://www.datacamp.com/community/tutorials/python-data-science-cheat-sheet-basics#gs.0x1rxEA
4、numpy
https://www.dataquest.io/blog/numpy-cheat-sheet/
http://datasciencefree.com/numpy.pdf
https://www.datacamp.com/community/blog/python-numpy-cheat-sheet#gs.Nw3V6CE
https://github.com/donnemartin/data-science-ipython-notebooks/blob/master/numpy/numpy.ipynb
5、pandas
http://datasciencefree.com/pandas.pdf
https://www.datacamp.com/community/blog/python-pandas-cheat-sheet#gs.S4P4T=U
https://github.com/donnemartin/data-science-ipython-notebooks/blob/master/pandas/pandas.ipynb
6、matplotlib
https://www.datacamp.com/community/blog/python-matplotlib-cheat-sheet
https://github.com/donnemartin/data-science-ipython-notebooks/blob/master/matplotlib/matplotlib.ipynb
7、Scikit Learn
https://www.datacamp.com/community/blog/scikit-learn-cheat-sheet#gs.fZ2A1Jk
http://peekaboo-vision.blogspot.de/2013/01/machine-learning-cheat-sheet-for-scikit.html
https://github.com/rcompton/ml_cheat_sheet/blob/master/supervised_learning.ipynb
8、Tensorflow
https://github.com/aymericdamien/TensorFlow-Examples/blob/master/notebooks/1_Introduction/basic_operations.ipynb
9、Pytorch
https://github.com/bfortuner/pytorch-cheatsheet
10、概率论
http://www.wzchen.com/s/probability_cheatsheet.pdf
11、线性代数
https://minireference.com/static/tutorials/linear_algebra_in_4_pages.pdf
12、统计学
http://web.mit.edu/~csvoss/Public/usabo/stats_handout.pdf
13、微积分
http://tutorial.math.lamar.edu/getfile.aspx?file=B,41,N
http://www.asimovinstitute.org/neural-network-zoo/
https://docs.microsoft.com/en-us/azure/machine-learning/machine-learning-algorithm-cheat-sheet
http://blogs.sas.com/content/subconsciousmusings/2017/04/12/machine-learning-algorithm-use/
http://machinelearningmastery.com/a-tour-of-machine-learning-algorithms/
https://blog.dataiku.com/machine-learning-explained-algorithms-are-your-friend
2、ML算法
https://www.analyticsvidhya.com/blog/2015/09/full-cheatsheet-machine-learning-algorithms/
3、python 基础
http://datasciencefree.com/python.pdf
https://www.datacamp.com/community/tutorials/python-data-science-cheat-sheet-basics#gs.0x1rxEA
4、numpy
https://www.dataquest.io/blog/numpy-cheat-sheet/
http://datasciencefree.com/numpy.pdf
https://www.datacamp.com/community/blog/python-numpy-cheat-sheet#gs.Nw3V6CE
https://github.com/donnemartin/data-science-ipython-notebooks/blob/master/numpy/numpy.ipynb
5、pandas
http://datasciencefree.com/pandas.pdf
https://www.datacamp.com/community/blog/python-pandas-cheat-sheet#gs.S4P4T=U
https://github.com/donnemartin/data-science-ipython-notebooks/blob/master/pandas/pandas.ipynb
6、matplotlib
https://www.datacamp.com/community/blog/python-matplotlib-cheat-sheet
https://github.com/donnemartin/data-science-ipython-notebooks/blob/master/matplotlib/matplotlib.ipynb
7、Scikit Learn
https://www.datacamp.com/community/blog/scikit-learn-cheat-sheet#gs.fZ2A1Jk
http://peekaboo-vision.blogspot.de/2013/01/machine-learning-cheat-sheet-for-scikit.html
https://github.com/rcompton/ml_cheat_sheet/blob/master/supervised_learning.ipynb
8、Tensorflow
https://github.com/aymericdamien/TensorFlow-Examples/blob/master/notebooks/1_Introduction/basic_operations.ipynb
9、Pytorch
https://github.com/bfortuner/pytorch-cheatsheet
10、概率论
http://www.wzchen.com/s/probability_cheatsheet.pdf
11、线性代数
https://minireference.com/static/tutorials/linear_algebra_in_4_pages.pdf
12、统计学
http://web.mit.edu/~csvoss/Public/usabo/stats_handout.pdf
13、微积分
http://tutorial.math.lamar.edu/getfile.aspx?file=B,41,N
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