Today
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Overview of machine/statistical learning (ISL 2).
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Linear regression (ISL 3).
FAQs and announcements
- Intro to Probability (git, book) from Dr. Dennis L. Sun at the Department of Statistics, Stanford University.
- Expected Value
- You can watch the video, Expected Value of Continuous Random Variables
- Review joint/marginal/conditional distributions (lessons 18, 19, 20; lessons 41, 42)
- Review Expectation (lesson 22, lesson 37, lesson 43)
- Review notes: [slides: qmd, html]
- Interview questions for bias vs variance trade-off, link