Below is a tentative schedule for the course (PS: Problem set, L: Lab, PE: Peer evaluation, and PR: Project, RA: Readiness assessment, PA: Performance assessment).
Links to slides and assignments will be updated prior to each unit. Additional resources (learning objectives, videos, etc.) for each unit under the
| Week
| Unit
| Day
| Date
| Topic
| Due / In class
|
|
| Week 1
| Unit 1 |
M |
26-Aug |
Getting to know you survey |
|
|
| |
|
|
|
Gmails for RStudio accounts |
|
|
| |
|
|
|
Develop questions for the class survey |
|
|
| |
|
T |
27-Aug |
Introduction |
|
|
| |
|
R |
29-Aug |
Data collection, observational studies and experiments |
Pretest (Access code: LSR9129LSP) |
|
| |
|
|
|
Application exercise: 1.1 Scientific studies in the press |
|
|
| |
|
Sa |
01-Sep |
|
By midnight: Class survey |
|
| Week 2 |
|
M |
02-Sep |
Lab 0 - Intro for R and RStudio - [video] |
|
|
| |
|
T |
03-Sep |
Exploratory data analysis |
RA1 |
|
| |
|
|
|
Application exercise: 1.2 Shapes of distributions |
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|
| |
|
|
|
Application exercise: 1.3. Variability |
|
|
| |
|
R |
05-Sep |
EDA (cont.) + Introduction to statistical inference |
|
|
| |
|
F |
06-Sep |
|
PA1, Clicker registration |
|
| Week 3 |
Unit 2 |
M |
09-Sep |
Lab 1 - Introduction to data |
|
|
| |
|
T |
10-Sep |
Probability and conditional probability |
RA2 |
|
| |
|
R |
12-Sep |
Bayes' theorem and Bayesian inference |
PS1 |
|
| |
|
|
|
Application exercise: Breast cancer screening |
|
|
| Week 4 |
|
M |
16-Sep |
Lab 2 - Probability |
L1 |
|
| |
|
T |
17-Sep |
Normal distribution |
PE1 |
|
| |
|
|
|
Application exercise: Working with the normal distribution |
|
|
| |
|
R |
19-Sep |
Binomial distribution |
PS2 |
|
| |
|
F |
20-Sep |
|
PA2 |
|
| Week 5 |
Unit 3 |
M |
23-Sep |
Lab 3 - Foundations for inference: Sampling distributions |
L2 |
|
| |
|
T |
24-Sep |
Variability in estimates and CLT |
RA3 |
|
| |
|
R |
26-Sep |
Confidence intervals and hypothesis testing |
PS3 |
|
| Week 6 |
|
M |
30-Sep |
Lab 4 - Foundations for inference: Confidence intervals |
L3 |
|
| |
|
T |
01-Oct |
Decision errors, significance levels, sample size, and power |
|
|
| |
|
|
|
Application exercise: 3.1 Calculating power |
|
|
| |
| R |
03-Oct |
Review / synthesis |
PS4 |
|
| |
|
|
|
Practice problems & solutions |
|
|
| |
|
|
|
Midterm - Spring 2013 - [Key] |
|
|
| |
|
F |
04-Oct |
|
PR1 Proposal, due at 5pm |
|
| |
|
Sa |
05-Oct |
|
PA3 |
|
| Week 7 |
|
M | 07-Oct | Review / synthesis | L4 | |
| |
|
T |
08-Oct |
MIDTERM - [grade distribution] |
|
|
| |
Unit 4 |
R |
10-Oct |
Comparing two means |
PE2 |
|
| |
|
|
|
Application exercise: 4.1 Comparing two means |
|
|
| Week 8 |
|
M |
14-Oct |
Fall Break - No lab |
|
|
| |
|
T |
15-Oct |
Fall Break - No class |
|
|
| |
|
R |
17-Oct |
Bootstrap intervals |
PS5, RA4 |
|
| Week 9 |
|
M |
21-Oct |
Lab 5 - Inference for numerical variables |
|
|
| |
|
T |
22-Oct |
t-tests/intervals |
|
|
| |
|
R |
24-Oct |
ANOVA |
PS6 |
|
| |
|
|
|
Application exercise: Comparing two or more means |
|
|
| |
|
F |
25-Oct |
|
|
|
| |
| S | 26-Oct |
|
PA4 |
|
| Week 10 |
Unit 5 |
M |
28-Oct |
Lab 6 - ANOVA + Inference for categorical variables |
L5 |
|
| |
|
T |
29-Oct |
Large sample proportions
| RA5 |
|
| |
|
R |
31-Oct |
Guest lecture - Tim Hesterberg (Google) |
PS7 |
|
| |
|
F |
1-Nov |
|
PE3 |
|
| Week 11 |
|
M |
04-Nov |
Lab - Work on Project 1 |
L6 |
|
| |
|
T |
05-Nov |
Small sample proportions |
|
|
| |
|
R |
07-Nov |
Chi-square |
PR1, due in class |
|
| |
|
F |
08-Nov |
|
PA5 |
|
| Week 12 |
Unit 6 |
M |
11-Nov |
Lab 7 - Simple linear regression |
|
|
| |
|
T |
12-Nov |
Introduction to SLR |
RA6 |
|
| |
|
R |
14-Nov |
Outliers & Inference for SLR |
PS8 |
|
| |
|
S |
16-Nov |
|
PA6 |
|
| Week 13 |
Unit 7 |
M |
18-Nov |
Lab 8 - Multiple linear regression |
L7 |
|
| |
|
T |
19-Nov |
Introduction to MLR |
RA7 |
|
| |
|
R |
21-Nov |
Model selection & diagnostics for MLR |
PS9 |
|
| |
|
|
|
Application exercise: MLR: Interpretations & diagnostics |
|
|
| Week 14 |
|
M |
25-Nov |
Lab - Work on project 2 |
L8 |
|
| |
|
T |
26-Nov |
Confidence and prediction intervals & Transformations |
|
|
| |
|
R |
28-Nov |
Thanksgiving - no class |
|
|
| Week 15 |
|
M |
02-Dec |
Lab - Project 2 Presentations |
PA7 |
| |
|
T |
03-Dec |
Bayesian vs. frequentist inference |
|
|
| |
|
|
|
Application exercise: Bayesian inference (revisited) |
|
|
| |
|
R |
05-Dec |
Review / synthesis - [Solutions] |
PR2,
PS10 |
|
| |
|
|
|
MT2 - S12, MT2 - S12 - Key |
|
|
| |
|
|
|
Final Review, Final Review - Key |
|
|
| |
|
|
|
Final Review - Add Q, Final Review - Add Q - Key |
|
|
| |
|
|
|
Posttest (Access code: CYE4118OBM) |
|
|
| Week 16 |
|
T |
10-Dec |
|
PA8 (extra credit) |
|
| |
|
W |
11-Dec |
Final review, 5:30pm - 6:30pm, FCIEMAS SCHICIANO A |
|
|
| | | F | 13-Dec | FINAL (2pm - 5pm) | | |