Note: The timeline of topics and assignments might be updated throughout the semester.
week |
date |
topic |
prepare |
slides |
notes |
appex |
assignment |
assessment |
1 |
23 August |
Welcome to Statistical Models |
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1 |
25 August |
Lab 01: R you ready? |
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2 |
30 August |
Design Principles of Data Analysis |
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Getting to know ggplot2 |
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2 |
1 September |
Exploratory Data Analysis |
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3 |
6 September |
Data Manipulation |
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3 |
8 September |
Review of Summarizing Continuous Variables |
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Simple Linear Regression |
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Lab 02: Simple Linear Regression Part 1 |
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4 |
13 September |
Simple Linear Regression |
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4 |
15 September |
Drawing Inference |
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5 |
20 September |
Drawing Inference |
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Assumptions of Simple Linear Regression |
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Lab 03: Simple Linear Regression Part 2 |
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5 |
22 September |
Unusual Observations |
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6 |
27 September |
Hypothesis Testing |
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Partitioning variability |
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6 |
29 September |
Regression and correlation |
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Prediction intervals |
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7 |
4 October |
Lab 04: Interpreting Results |
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7 |
6 October |
Review |
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8 |
11 October |
Midterm 01 |
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8 |
13 October |
Fall Break [No Class] |
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9 |
18 October |
Multiple linear regression |
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9 |
20 October |
Types of Variables |
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Variable transformations |
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10 |
25 October |
Model comparison |
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10 |
27 October |
Selecting Predictors |
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Conditions for Multiple Linear Regression |
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Lab 05: Multiple regression in practice |
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11 |
1 November |
Interpeting Coefficients |
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Introduction to logistic regression |
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11 |
3 November |
Odds Ratios |
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Assessing logistic regression conditions |
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12 |
8 November |
Logistic regression inference |
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Lab 06: Inference with logistic regression |
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12 |
10 November |
Multiple logistic regression |
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13 |
15 November |
Midterm 02 |
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13 |
17 November |
Discuss final project |
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14 |
22 November |
Causal diagrams + final projects |
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14 |
24 November |
Thanksgiving [No Class] |
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15 |
29 November |
Final Presentations |
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15 |
1 December |
Final Presentations |
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