Table of Contents
- Fundamentals of Data Collection, Cleaning and Preprocessing
- Essential Statistics for Data Assessment
- Visualization with Statistical Graphs
- Sampling and Inferential Statistics
- Common Probability Distributions
- Parametric Estimation
- Statistical Hypothesis Testing
- Statistics for Regression
- Statistics for Classification
- Statistics for Tree-based Methods
- Statistics for Ensemble Method
- A Collection of Best Practices
- Exercises and Projects
