https://github.com/tirthajyoti/stats-maths-with-python

General statistics, mathematical programming, and numerical/scientific computing scripts and notebooks in Python
https://github.com/tirthajyoti/stats-maths-with-python

analytics anova bayesian-statistics clustering data-science hypothesis-testing inferential-statistics machine-learning mathematical-programming mathematics matplotlib normal-distribution numerical-analysis numpy pandas probability python scipy statistics statsmodels

Last synced: 9 days ago
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General statistics, mathematical programming, and numerical/scientific computing scripts and notebooks in Python

• Host: GitHub
• URL: https://github.com/tirthajyoti/stats-maths-with-python
• Owner: tirthajyoti
• License: mit
• Created: 2017-11-06T09:27:30.000Z (over 7 years ago)
• Default Branch: master
• Last Pushed: 2022-09-18T16:57:57.000Z (over 2 years ago)
• Last Synced: 2025-04-03T20:12:28.630Z (18 days ago)
• Topics: analytics, anova, bayesian-statistics, clustering, data-science, hypothesis-testing, inferential-statistics, machine-learning, mathematical-programming, mathematics, matplotlib, normal-distribution, numerical-analysis, numpy, pandas, probability, python, scipy, statistics, statsmodels
• Language: Jupyter Notebook
• Homepage:
• Size: 70.1 MB
• Stars: 916
• Watchers: 38
• Forks: 379
• Open Issues: 5
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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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](https://www.linkedin.com/in/tirthajyoti-sarkar-2127aa7/) 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](https://github.com/tirthajyoti/Stats-Maths-with-Python/blob/master/Set_Algebra_with_Python.ipynb)

![set](http://www.efgh.com/math/algebra/venn.gif)

### [Permutations and Combinations](https://github.com/tirthajyoti/Stats-Maths-with-Python/blob/master/Permutations_and_Combinations.ipynb)

![permutation and combination](http://slideplayer.com/slide/6113299/18/images/1/Permutation+and+Combination.jpg)

### [Probability distributions (Discrete)](https://github.com/tirthajyoti/Stats-Maths-with-Python/blob/master/Prob_Distributions_Discrete.ipynb)

![binom](https://www.maplesoft.com/support/help/content/1898/image50.png)

### [Linear Regression Methods](https://github.com/tirthajyoti/Stats-Maths-with-Python/blob/master/Linear_Regression_Methods.ipynb)

![lm](http://rasbt.github.io/mlxtend/user_guide/regressor/LinearRegression_files/simple_regression.png)

### [_R-style_ Statistical functions written using Python](https://github.com/tirthajyoti/Stats-Maths-with-Python/blob/master/R-style%20Functions.ipynb)

![rstyle](https://cdn-images-1.medium.com/max/1200/1*FqR5zGQYic_pNRyakzj_Cw.png)

### [Diagnostics of a linear regression problem](https://github.com/tirthajyoti/Stats-Maths-with-Python/blob/master/Regression_Diagnostics.ipynb)

### [Introduction to hypothesis testing](https://github.com/tirthajyoti/Stats-Maths-with-Python/blob/master/Intro_Hypothesis_Testing.ipynb)

## Articles

Check out this article I wrote on Medium: ___[Essential Math for Data Science.](https://towardsdatascience.com/essential-math-for-data-science-why-and-how-e88271367fbd)___

Check out this article I wrote on Medium about ___["How to write your favorite R functions — in Python?"](https://towardsdatascience.com/how-to-write-your-favorite-r-functions-in-python-11e1e9c29089)___

Check out this article I wrote on Medium about ___["Mathematical programming — a key habit to build up for advancing in data science?"](https://towardsdatascience.com/mathematical-programming-a-key-habit-to-built-up-for-advancing-in-data-science-c6d5c29533be)___

Check out this article I wrote on Medium about ___["Bayes’ rule with a simple and practical example"](https://towardsdatascience.com/bayes-rule-with-a-simple-and-practical-example-2bce3d0f4ad0)___

Check out this article I wrote on Medium about ___["Statistical modeling with “Pomegranate” — fast and intuitive"](https://towardsdatascience.com/statistical-modeling-with-pomegranate-fast-and-intuitive-4d605d9c33a9)___