• numpy : https://pypi.org/project/numpy/
  • latest version : 1.16.2, 2019-02-27

  • import numpy as np
    np.version.version
    np.__version__

• anaconda
  • version check

  • $ conda list

  • $ conda update conda   # update package manager(=conda)
    $ conda update anaconda
    
    

Machine Learning

• statistics

  • Hypothesis testing
    • https://www.khanacademy.org/math/probability/statistics-inferential/hypothesis-testing/v/large-sample-proportion-hypothesis-testing

• feature engineering

  • handle outlier
    • rank transform
      • https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.rankdata.html

      • from scipy.stats import rankdata
        rankdata([100, 50, 70])

Data Visualization

• Data visualization's importance, Anscombe's quartet
  • https://en.m.wikipedia.org/wiki/Anscombe%27s_quartet
• Impress.js
  • https://github.com/impress/impress.js
• Wavedome
  • http://wavedrom.com/tutorial.html

Etc.

• Machine learning onlie-course
  • http://www.datasciencecentral.com/profiles/blog/show?id=6448529%3ABlogPost%3A376874
• Onlie cource repository
  • http://www.onlinecoursereport.com/the-50-most-popular-moocs-of-all-time/
• Markdown format guide
  • https://guides.github.com/features/mastering-markdown/