/Statistical-Learning

Notes on statistical learning. Currently contains probability based models, parametric and non-parametric statistical tests.

Primary LanguageJupyter Notebook

STATISTICAL-LEARNING

Probability based models, parametric & non-parametric statistical tests

Table of contents

General Info

Use simple datasets, basically just to test and see how probability based models and statistical tests can be applied on real life projects.

IDE

  • RStudio

Projects

Notes

  • Short notes on outliers, variable selection, change detection, box-cox, de-trending, PCA, regression, advanced regression, exponential smoothing, garch

Probability Based Models

  • Bernoulli, Binomial Distribution, Markov Chain

Statistical Tests

  • Mann-Whitney, McNemar, Wilcoxon Signed Rank Test

Status

Project is: in progress

Inspiration

Graduate School - Georgia Tech, Indiana University Bloomington

Contact

Created by @HumanBeing