Statistics: Learning from Data

Description

Collecting data in reasonable ways -- Graphical methods for describing data distributions -- Numerical methods for describing data distributions -- Describing bivariate numerical data -- Probability -- Random variables and probability distributions -- An overview of statistical inference, learning from data -- Sampling variability and sampling distributions -- Estimating a population proportion -- Asking and answering questions about a population proportion -- Asking and answering questions about the difference between two population proportions -- Asking and answering questions about a population mean -- Asking and answering questions about the difference between two population means -- Learning from experimental data -- Learning from categorical data -- Understanding relationships, numerical data part 2 -- Asking and answering questions about more than two means. Overview -- Section I Collecting Data -- Chapter 1 Collecting data in reasonable ways -- Section II Describing Data Distributions -- Chapter 2 Graphical methods for describing data distributions -- Chapter 3 Numerical methods for describing data distributions -- Chapter 4 Describing bivariate numerical data -- Section III A Foundation for Inference: Reasoning About Probability -- Chapter 5 Probability -- Chapter 6 Random variables and probability distributions -- Section IV Learning from Sample Data -- Chapter 7 An overview of statistical inference- learning from data -- Chapter 8 Sampling variability and sampling distributions -- Chapter 9 Estimating a population proportion -- Chapter 10 Asking and answering questions about a population proportion -- Chapter 11 Asking and answering questions about the difference between two population proportions -- Chapter 12 Asking and answering questions about a population mean -- Chapter 13 Asking and answering questions about the difference between two population means -- Section V Additional Opportunities to Learn from Data -- Chapter Learning from experiment data -- Chapter Learning from categorical data -- Chapter 16 Understanding relationships- numerical data part 2 (online) -- Chapter 17 Asking and answering questions about more than two means.