Schedule
You can find the schedule for the semester here. Below is the complete list of titles, assignemts & due dates, homeworks and links to the “Materials” for each week - the videos and slides of the lectures included.
| Week | Date | Title | Goal | Assignment | Homeworks | Materials |
| 1 | Aug 25 | Introduction | Scientific method, camps of analysis | PS0 |
HW1
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| 2 | Sep 1 | Introduction to R | Objects, functions, and coding |
HW2
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| 3 | Sep 8 | Data Visualization | Visualizing data |
HW3
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| 4 | Sep 15 | Data Wrangling | Replicability and tabular data | PS1 |
HW4
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| 5 | Sep 22 | Univariate and Multivariate Analysis | Conditional relationships |
HW5
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| 6 | Sep 29 | Multivariate 2 | More conditional relationships |
HW6
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| 7 | Oct 6 | Uncertainty 1 | Uncertainty and bootstrapping | PS2 |
HW7
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| -- | Oct 13 | Fall Break | ||||
| 8 | Oct 20 | Uncertainty 2 | Confidence statements |
HW8
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| 9 | Oct 27 | Regression 1 | Interpreting output and evaluating model | PS3 |
HW9
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| 10 | Nov 3 | Regression 2 | Interpreting output and evaluating model |
HW10
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| 11 | Nov 10 | Regression 3 | Multiple regression, categorical Xs | PS4 |
HW11
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| 12 | Nov 17 | Classification 1 | The concept of logistic regression |
HW12
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| 13 | Nov 24 | Classification 2 | Interpreting output and evaluating model |
HW13
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| 14 | Dec 1 | Clustering | k-means clustering | PS5 |
HW14
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| 15 | Dec 8 | Final project presentations | ||||
| 16 | Dec 16 | Final papers due |