| Basic Stat. & Prob. Rvw. 01 |
1.2, 1.4, 1.5 |
slides |
data |
- Video: The NBA Data Scientist
- Video: Hans Rosling’s 200 Countries, 200 Years |
| Basic Stat. & Prob. Rvw. 02 |
1.8, 3.3 (omit Chebyshev), 3.4, 3.5 |
slides |
data |
- Video: Data Basics: Observations, Variable, and Data Matrices
- Video: Summarizing and Graphing Numerical Data
- Video: Exploring Categorical Data |
| Basic Stat. & Prob. Rvw. 03 |
3.5, 6.2, t Dist. Supplement |
slides |
. |
- Video: Normal Distribution |
| Int. Est. Rvw. |
8.1, 8.2, 8.3, 8.4 |
slides |
. |
- Video: Point Estimates and Sampling Variability
- Video: Confidence Intervals
- Video: Inferences for Proportions
- Video: t-distribution
- Video: Inference for one mean |
| Hyp. Testing Rvw. 01 |
9.1, 9.2, 9.4, 9.5 |
slides |
. |
- Video: Hypothesis Testing Fundamentals |
| Hyp. Testing Rvw. 02 |
11.1, 11.2 |
slides |
data |
- Nature: Statisticians issue warning over misuse of P-values |
| Analysis of Variance |
13.1, 13.2 |
slides |
data |
- Video: ANOVA Introduction
- Video: Conditions for ANOVA
- Video: Multiple comparisons |
| Simple Regression |
14.1, 14.2, 14.3, 14.4, 14.5, 14.6, 14.7, 14.8, 14.9 |
slides |
data |
- Video: Line Fitting, Residuals, and Correlation
- Video: Fitting a Line with Least Squares Regression
- Video: Least Squares Regression
- Video: Types of Outliers in Linear Regression
- Video: Inference for Linear Regression |
| Multiple Regression |
15.1, 15.2, 15.3, 15.4, 15.5, 15.6, 15.7, 15.8 |
slides |
data |
- Video: Introduction to Multiple Regression
- Video: Model Selection in Multiple Regression
- Video: Checking Multiple Regression Diagnostics Using Graphs |
| Model Building |
16.1, 16.2, 16.3, 16.4 |
slides |
data |
- Video: Model Selection in Multiple Regression |
| Logistic Regression |
Supplement in Brightspace and Slides |
slides |
. |
- Video: Basic Ideas of Logistic Regression |
| Time Series |
17.1, 17.2, 17.3, 17.4, 17.5, 17.6 |
slides |
data |
- Video: Time Series Forecast Using Forecast Sheet in Excel |
| Quality Control |
19.1, 19.2, 19.3 |
slides |
. |
. |
| Decision Analysis |
20.1, 20.2, 20.3, 20.4 |
slides |
. |
- Video: Bayes theorem, the geometry of changing beliefs |
* Section Numbers refer to sections in the course textbook.
** Course material adapted from the textbook and previous course editions to better fit our curriculum. Thanks to Professor Jen Tang for guidance and for generously sharing the materials.