Lecture 14 – Feature Engineering
Presented by Joseph Gonzalez
Content by Joseph Gonzalez, John DeNero, Josh Hug
- slides
- video playlist
- code
- code HTML: Fitting Linear Models, Modeling Non-linear Relationships, Missing Values, Categorical Features, and Text
- Quick Checks: 1, 2, 3, 4, 5, 6, 7 (These are presented here because of content changes since last semester, but the questions should all be answerable based on the updated lecture.)
| Video | Quick Check | |
|---|---|---|
| 14.0 Introduction to Feature Engineering |
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| 14.1 Feature Functions. |
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| 14.2 Review of Linear Models in Scikit-learn |
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| 14.3 Modeling Non-linear Relationships |
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| 14.4 Feature Engineering: Missing Values, Categorical Data, and Text |