A First Course in Computational Thinking
Contents:
- Preface
- 1 What is Computational Science?
- 2 Low-Tech Simulations
- 3 Summary Statistics in Excel
- 4 Simulating in Excel
- 5 Algorithmic Thinking
- 6 Sampling Distributions
- 7 Population Models
- 8 Confidence Intervals for One Parameter
- 9 Hypothesis Testing - An Introduction
-
10 Testing a Single Population Mean
- 10.1 Introduction
- 10.2 Drug Manufacturing Example
- 10.3 Hypotheses Setups
- 10.4 Z-Test on a Single Population Mean
- 10.5 T-Test on a Single Population Mean
- 10.6 Optional: Effect Size
- 10.7 Confidence Intervals and Two-Sided Hypothesis Tests
- 10.8 Python Commands for Testing a Single Mean
- 10.9 Optional: Normal Q-Q Plots
- 10.10 Optional: Robustness of the -Test
- 10.11 Chapter Summary
- 10.12 Exercises
- 11 Testing a Single Proportion
- 12 Testing Two Population Means
- 13 Testing Two Population Proportions
- 14 Regression