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
4. More Python Concepts

Part III. Working With Data

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

Part IV. Statistical Theory

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

Part V. Statistical Tools

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

Part VI. Endings, Alternatives and Prospects

19. Bayesian Statistics
20. Epilogue
21. References

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Bayesian Statistics

19. Bayesian Statistics¶

Bayes is great.

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18. Factorial ANOVA

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20. Epilogue

By Danielle Navarro and Ethan Weed
© Copyright 2021.