If you see any problem in the examples, please fork this repo and correct the problem. After correction, start a pull request by describing the problem and how you fixed it.
Descriptive Statistics
- decorrelate: How to decorrelate 2 variables.
- transform rv distr: Demo of random variable transformation for a desired (target) distribution.
- descriptive_stat: Demo of descriptive statistics
- pp and qq plot: Demo of pp-plot and qq-plot
Visualization
- Visualization demo: Demo of some visualization methods
Central Limit Theorem
- CLT demo: Demo of central limit theorem
Point Estimation
Interval Estimation
- Interval estimation for mean: Demo of confidence interval for population mean
- Interval estimation for variance: Demo of confidence interval for population variance
- Interval estimation for proportion: Demo of confidence interval for population proportion
- Continuity correction: Demo of continuity correction for binomial to normal distribution approximation
One Sample Hypothesis Testing
- Why p-value is not enough: A paper that describes why p-value is not enough for scientific research
- Hypothesis testing for population mean: Demo of simple and composite hypothesis testing for population mean
Two Sample Hypothesis Testing
- Hypothesis test of mean for two populations (variances known): Demo of two sample hypothesis testing mean of two populations when population variances are known
Hypothesis Testing for Categorical Data
Regression
- Statistical Modelling - The Two Cultures: A paper that describes the differences of statisticians' and computer scientists' point of view for modelling.
- Simple linear regression: Demo of simple linear regression
Anova
- Anova demo: Demo of analysis of variance (Anova) method
Non-parametric Methods
- Sign test: Demo of sign test
- Wilcoxon sign rank test: Demo of Wilcoxon sign rank test (needs implementation!)
- Wilcoxon rank sum test
- Runs test
- Kruskal-Wallis test