Book Content
chapters • 13h4m total length
1. Fundamentals of Data Collection, Cleaning and Preprocessing
2. Essential Statistics for Data Assessment
3. Visualization with Statistical Graphs
4. Sampling and Inferential Statistics
5. Common Probability Distributions
6. Parametric Estimation
7. Statistical Hypothesis Testing
8. Statistics for Regression
9. Statistics for Classification
10. Statistics for Tree-based Methods
11. Statistics for Ensemble Method
12. A Collection of Best Practices
13. Exercises and Projects
