Stats-Maths-with-Python

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

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

GitHub