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General statistics, mathematical programming, and numerical/scientific computing scripts and notebooks in Python

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tirthajyoti/Stats-Maths-with-Python

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Statistics/ Mathematical Computing Notebooks

Jupyter Notebooks on the topics of statistical analysis, mathematics, and numerical/sceintific computing (in Python).

Please feel free to connect with me on LinkedIn if you are interested in data science and like to connect.


Requirements

  • Python 3.6+
  • NumPy ($ pip install numpy)
  • Pandas ($ pip install pandas)
  • Scikit-learn ($ pip install scikit-learn)
  • SciPy ($ pip install scipy)
  • Statsmodels ($ pip install statsmodels)
  • MatplotLib ($ pip install matplotlib)
  • Seaborn ($ pip install seaborn)

set

permutation and combination

binom

lm

rstyle

Articles

Check out this article I wrote on Medium: Essential Math for Data Science.

Check out this article I wrote on Medium about "How to write your favorite R functions — in Python?"

Check out this article I wrote on Medium about "Mathematical programming — a key habit to build up for advancing in data science?"

Check out this article I wrote on Medium about "Bayes’ rule with a simple and practical example"

Check out this article I wrote on Medium about "Statistical modeling with “Pomegranate” — fast and intuitive"