Introduction to the Practice of Statistics (8th Ed.)
David S. Moore, George McCabe and Bruce Craig
Probability, Statistics, and Queuing Theory with Computer Science Applications
Arnold Allen
Probability and Statistics for Engineers and Scientists (9th Ed.)
Ronald E. Walpole, Raymond H. Myers, Sharon L. Myers and Keying E. Ye
Density Curves and Normal Distributions
The Standard Normal Distribution
Z-Score: Definition, Formula and Calculation
Correlation and Regression
The Least Squares Regression Line
Introduction to Residuals
Residual Values (Residuals) in Regression Analysis
Why Correlation Does Not Imply Causation
Two-Way Frequency Tables
An Introduction to Joint, Marginal, and Conditional Probability
Simpson's Paradox
Basic Probability Concepts
General Addition Rule and Conditional Probability
Random Variables
Mean, Variance and Standard Deviation of Discrete Random Variables
Expected Value and Variance of Continuous Random Variables
Rules of Probability
Bayes' Theorem
An Intuitive (and Short) Explanation of Bayes’ Theorem
The Sampling Distribution of the Sample Mean
Sampling Distribution of a Sample Mean Example
Sampling Distribution of the Sample Mean, x-bar
Central Limit Theorem
The Binomial Distributions
Binomial Probability Distribution
Mean and Standard Deviation of Binomial Distribution
The Sample Proportion
Estimation and Confidence Intervals
Estimating with Confidence
Hypothesis Testing (P-Value Approach)
Hypothesis Testing & p-Value
One-Tailed and Two-Tailed Hypothesis Tests Explained
Inference for the Population Mean
The t-Distribution
T-distribution: What it is and how to use it
One Sample T Test: How to Run It, Step by Step
Comparison of Two Population Means - Paired Samples
Large Sample Estimation of a Population Proportion
A Confidence Interval for A Population Proportion
How Big a Sample Do I Need?
Computing Necessary Sample Size
Chi-Square Test
Chi-Square Statistic: How to Calculate It / Distribution
Linear Regression: Simple Steps, Video. Find Equation, Coefficient, Slope
An introduction to simple linear regression
Simple Linear Regression | Estimates and Standard Errors
Multiple Linear Regression
Understanding Multiple Regression