Learning Statistics with Python

Learning Statistics with Python

Part I. Background

1. Why do we learn statistics?
2. A brief introduction to research design

Part II. An Introduction to Python

3. Getting Started with Python
5. More Python Concepts

Part III. Working With Data

6. Descriptive statistics
7. Drawing Graphs
8. Data Wrangling
9. Basic Programming

Part IV. Statistical Theory

10. Statistical theory
11. Introduction to Probability
12. Estimating unknown quantities from a sample
13. Hypothesis Testing

Part V. Statistical Tools

14. Categorical data analysis
15. Comparing Two Means
16. Comparing several means
18. Linear regression
19. Factorial ANOVA

Part VI. Endings, Alternatives and Prospects

20. Bayesian Statistics
21. Epilogue
22. References

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Bayesian Statistics

20. Bayesian Statistics¶

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19. Factorial ANOVA

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21. Epilogue

By Danielle Navarro and Ethan Weed
© Copyright 2021.