| Date | Class Materials | Supplemental Materials | Labs | |
|---|---|---|---|---|
| Mon | 3/30 | Introduction to Data slides | colab |
||
| Tue | 3/31 | Introduction to Notebooks and Colab | ||
| Wed | 4/1 | Relationships between Categorical Variables slides | colab |
Lab 1A assigned | |
| Thu | 4/2 | Comparing COVID Fatalities | ||
| Fri | 4/3 | Quantitative Variables slides | colab |
"The Shock of the Mean" | Lab 1B assigned |
| Date | Class Materials | Supplemental Materials | Labs | |
|---|---|---|---|---|
| Mon | 4/6 | Split-Apply-Combine Paradigm slides | colab |
||
| Tue | 4/7 | Who is Faster -- Usain Bolt or Michael Phelps | ||
| Wed | 4/8 | Multivariate Data and the Grammar of Graphics slides | colab |
Lab 2A assigned | |
| Thu | 4/9 | 2000 U.S. Presidential Election in Florida | ||
| Fri | 4/10 | Distances between Observations slides | colab |
Challenger Data Analysis Challenger Data Reading |
|
| Date | Class Materials | Supplemental Materials | Labs | |
|---|---|---|---|---|
| Mon | 4/13 | Encoding Categorical Variables as Quantitative slides | colab |
Sparse matrix (Wikipedia) | Lab 1B due |
| Tue | 4/14 | Cars and Fuel Efficiency | ||
| Wed | 4/15 | Textual Data and the Bag-of-Words Representation slides | colab |
||
| Thu | 4/16 | Recommending Colleges | ||
| Fri | 4/17 | Vector Space Model and TF-IDF slides | colab |
Lab 2A due |
| Date | Class Materials | Supplemental Materials | Labs | |
|---|---|---|---|---|
| Mon | 4/20 | Exam 1 (in class) | Lab 3A assigned | |
| Tue | 4/21 | Matching Dating Profiles | ||
| Wed | 4/22 | Introduction to Machine Learning slides | colab |
Lab 2B due | |
| Thu | 4/23 | Who Wrote the Gospels | Synoptic Gospels | |
| Fri | 4/24 | K-Nearest Neighbors slides | colab |
Lab 3B assigned |
| Date | Class Materials | Supplemental Materials | Labs | |
|---|---|---|---|---|
| Mon | 4/27 | Evaluating Regression Models slides | colab |
Spurious Correlations | |
| Tue | 4/28 | Predicting House Prices | ||
| Wed | 4/29 | Model Selection and Hyperparamer Tuning slides | colab |
Lab 3A due | |
| Thu | 4/30 | Evaluating House Price Models | ||
| Fri | 5/1 | Classification and K-Nearest Neighbors slides | colab |
Lab 4A assigned |
| Date | Class Materials | Supplemental Materials | Labs | |
|---|---|---|---|---|
| Mon | 5/4 | Distances and Classification slides | colab |
Lab 3B due | |
| Tue | 5/5 | Grid Search | Regression Trees (video) | |
| Wed | 5/6 | Evaluating Classification Models slides | colab |
Lab 4A assigned | |
| Thu | 5/7 | Handwritten Digit Classification | ||
| Fri | 5/8 | K-Means Clustering slides | colab |
| Date | Class Materials | Supplemental Materials | Labs | |
|---|---|---|---|---|
| Mon | 5/11 | Hierarchical Data slides | colab |
Lab 4B assigned | |
| Tue | 5/12 | Predicting Online Shopping Behavior | ||
| Wed | 5/13 | Web Scraping slides | colab |
Tarpits to trick and trap AI scrapers | Lab 4A due |
| Thu | 5/14 | |||
| Fri | 5/15 | Principal Component Analysis slides | colab |
| Date | Class Materials | Supplemental Materials | Labs | |
|---|---|---|---|---|
| Mon | 5/18 | Exam 2 (TBD) |
|
|
| Tue | 5/19 | Ensemble Methods | ||
| Wed | 5/20 | Combining Data slides | colab |
Lab 4B due | |
| Thu | 5/21 | Scraping Data from REST APIs | ||
| Fri | 5/22 | Types of Joins slides | colab |
|
| Date | Class Materials | Supplemental Materials | Labs | |
|---|---|---|---|---|
| Mon | 5/25 | Memorial Day (no class) | ||
| Tue | 5/26 | Getting Comfortable with Latitude and Longitude | Lab 5A due | |
| Wed | 5/27 | Map Projections and Dot Maps slides | colab |
||
| Thu | 5/28 | |||
| Fri | 5/29 | Chloropleths slides | colab |
|
| Date | Class Materials | Supplemental Materials | Labs | |
|---|---|---|---|---|
| Mon | 6/1 | TBD | Lab 6B assigned | |
| Tue | 6/2 | Baby Names | ||
| Wed | 6/3 | Looking Back, Looking Ahead slides |
||
| Thu | 6/4 | Poster Session #1: 1:00-4:30PM | ||
| Fri | 6/5 | Lab 6A due |
| Date | Class Materials | Supplemental Materials | Labs | |
|---|---|---|---|---|
| Mon | 6/8 | |||
| Tue | 6/9 | |||
| Wed | 6/10 |
|
||
| Thu | 6/11 | |||
| Fri | 6/12 | Lab 6B due |