Welcome to my study corner dedicated to Hypothesis Testing and Confidence Intervals. This repository serves as a personal knowledge base where I compile and share coding examples that I've used in my learning journey. The main techniques explored in these examples include Two-sample t-test, Bootstrapping, Permuation, Wilcoxon Tests and ANOVA.
The repository is organized into the following folders:
- Two-sample t-test:
- Descriptive statistic: Exploratory analysis with plots and summary statistics.
- Inferencial Statistic: Hypothesis Testing and Confidence Intervals.
- Bootstrapping X two-sample t-test:
- Bootstrap Hypothesis Testing vs. Two-sample t-test
- Bootstrap for Building Confidence Intervals
- When to use Bootstrap Approach
- Permutations:
- Permutation for Hypothesis Testing
- When to use Permutation Approach
- Wilcoxon Tests:
- Wilcoxon Signed-Rank Test and Wilcoxon Rank-Sum Test
- When to use Wilcoxon Tests
- Anova Still studying it
- One Way Anova (ANOVA)
In addition, the repository also includes a recommended YouTube playlist for an in-depth understanding of these statistical concepts:
Feel free to explore the code examples and utilize the resources provided to enhance your understanding of hypothesis testing and confidence intervals.