ML 8.7Lesson outlineLesson 7 of 7 in Module 8
Case Study: House Prices
Take a regression problem from question to a tuned, leak-free pipeline, and justify the final model against a baseline.
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Lesson outline: Case Study: House Prices
In this lesson12 parts
- 01The question
- 02The data, and its defects
- 03Split first
- 04The data report
- 05The baseline
- 06Linear regression, in one pipeline
- 07Ridge and lasso
- 08The comparison table
- 09Error analysis
- 10The sealed houses, once
- 11Code
- 12What next, and the assignments
Builds on
This lesson stands on its own. These go deeper into what it uses.
- ML 4.4–4.5: Cross-Validation
- 4.8–4.9
- 5.5
- 8.1–8.5