Cheat Sheet of Machine Learning and Python (and Math) Cheat Sheets (Unsupervised Methods)
작성자백승민작성시간17.06.07조회수63 목록 댓글 0Cheat Sheet of Machine Learning and Python (and Math) Cheat Sheets (Unsupervised Methods)
* 출처 : https://unsupervisedmethods.com/cheat-sheet-of-machine-learning-and-python-and-math-cheat-sheets-a4afe4e791b6
* Machine Learning
- Neural Network Architectures
Source: http://www.asimovinstitute.org/neural-network-zoo/
- Microsoft Azure Algorithm Flowchart
Source: https://docs.microsoft.com/en-us/azure/machine-learning/machine-learning-algorithm-cheat-sheet
- SAS Algorithm Flowchart
Source: http://blogs.sas.com/content/subconsciousmusings/2017/04/12/machine-learning-algorithm-use/
- Algorithm Summary
Source: http://machinelearningmastery.com/a-tour-of-machine-learning-algorithms/
Source: http://thinkbigdata.in/best-known-machine-learning-algorithms-infographic/
- Algorithm Pro/Con
Source: https://blog.dataiku.com/machine-learning-explained-algorithms-are-your-friend
* Python
- Algorithms
Source: https://www.analyticsvidhya.com/blog/2015/09/full-cheatsheet-machine-learning-algorithms/
- Python Basics
Source: http://datasciencefree.com/python.pdf
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: http://datasciencefree.com/numpy.pdf
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
- Pandas
Source: http://datasciencefree.com/pandas.pdf
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
- Matplotlib
Source: https://www.datacamp.com/community/blog/python-matplotlib-cheat-sheet
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
Source: http://peekaboo-vision.blogspot.de/2013/01/machine-learning-cheat-sheet-for-scikit.html
Source: https://github.com/rcompton/ml_cheat_sheet/blob/master/supervised_learning.ipynb
- Tensorflow
Source: https://github.com/aymericdamien/TensorFlow-Examples/blob/master/notebooks/1_Introduction/basic_operations.ipynb
- Pytorch
Source: https://github.com/bfortuner/pytorch-cheatsheet
* Math
- Probability
Source: http://www.wzchen.com/s/probability_cheatsheet.pdf
- Linear Algebra
Source: https://minireference.com/static/tutorials/linear_algebra_in_4_pages.pdf
- Statistics
Source: http://web.mit.edu/~csvoss/Public/usabo/stats_handout.pdf
- Calculus
Source: http://tutorial.math.lamar.edu/getfile.aspx?file=B,41,N
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