Lecture 5: Linear Regression

Key Word(s): Linear regression, bootstrap, confidence intervals, CI, hypothesis testing, p-values, t-test.

Lecture

• Lecture 5: Linear Regression [pptx]
• Lecture 5: Linear Regression [pdf]

Section

• S-Section 2: kNN and Linear Regression

Advanced Section

• Advanced Section: Linear Algebra and Hypothesis Testing [pptx]
• Advanced Section: Linear Algebra and Hypothesis Testing [pdf]

Lab

• Lab 3: Matplotlib, Simple Linear Regression, kNN, array reshape
• Lab 3: Matplotlib, Simple Linear Regression, kNN, array reshape - extended edition
• Lab 3: Matplotlib, Prelab