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tirthajyoti/Stats-Maths-with-Python

Jupyter Notebook

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

statisticspythonnumpypandasnumerical-analysisanalyticsmachine-learningbayesian-statisticsinferential-statisticsstatsmodelsprobabilitymathematics
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Mar 2018Dec 2020Oct 2023Jul 2026
README

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"

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

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