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

1. Getting Started with Python
2. Typing commands at the Python console
3. More Python Concepts

Part III. Working With Data

1. Descriptive statistics
2. Drawing Graphs
3. Data Wrangling
4. Basic Programming

Part IV. Statistical Theory

1. Statistical theory
2. Introduction to Probability
3. Estimating unknown quantities from a sample
4. Hypothesis Testing

Part V. Statistical Tools

1. Categorical data analysis
2. Comparing Two Means
3. Comparing several means
4. Linear regression
5. Factorial ANOVA

Part VI. Endings, Alternatives and Prospects

1. Bayesian Statistics
2. Epilogue
3. References

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5. Factorial ANOVA¶

4. Linear regression 1. Bayesian Statistics

By Danielle Navarro and Ethan Weed
© Copyright 2021.