Stats-Maths-with-Python

by tirthajyoti

General statistics, mathematical programming, and numerical/scientific computing scripts and noteboo...

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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 Algebra basics

set

Permutations and Combinations

permutation and combination

Probability distributions (Discrete)

binom

Linear Regression Methods

lm

R-style Statistical functions written using Python

rstyle

Diagnostics of a linear regression problem

Introduction to hypothesis testing

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"

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