Reading 05: Linear Regression and Perceptrons

Linear Regression¶

Readings

• Slides
• FCA - Sections 7.3.2 (First few paragraphs) and 7.4.2
• PML - Sections 7.5, 8.1.3, Chapter 11
• ISLP - Chapter 3
• D2L - Chapter 3.1
• UML - Chapter 9.2
• Stanford CS221
• Harvard CS50
• Cornell CS4780
• Linear Regression (HdM)

Videos

Notebooks

Blogposts

Linear Regression (MLU)

Papers

• (1805) Nouvelles M\xE9thodes Pour la D\xE9termination des Orbites des\ \ Com\xE8tes (Legendre)
• (1809) Theoria Motus Corporum Coelestium in Sectionibus Conicis Solem Ambientium (Gauss)
• (1970) Ridge Regression - Biased Estimation for Nonorthogonal Problems (Hoerl and Kennard)
• (1996) Regression Shrinkage and Selection via the Lasso (Tibshirani)

Perceptrons¶

Readings

Videos

• Panopto
• Harvard CS50
• Cornell CS4780
Perceptrons Anthony Tsiantis '26

Notebooks

• Perceptron

Blogposts

• Perceptrons (Raschka)

Papers

Reading Quiz 05¶

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