introml

Online class

Unit 3. Multiple Linear Regression Online Material

Slides: [pdf] [Powerpoint]

• Learning Objectives and Pre-requisites [YouTube] [Dropbox Video] (2 minutes)
• Motivating Example: Tracking Blood Glucose Levels [YouTube] [Video] (12 minutes)
  • Exercise 1: [Question] [Soln]
• Multiple Linear Regression Models: [YouTube] [Dropbox Video] (9 minutes)
  • Exercise 2: [Question] [Soln]
• Least Squares Solutions: [YouTube] [Dropbox Video] (10 minutes)
  • Proof of the LS Formula [YouTube] [Dropbox Video] (13 minutes)
  • Exercise 3: [Question] [Soln]
• Computing Solutions in Python: [YouTube] [Dropbox Video] (10 minutes)
  • Exercise 4: [Question] [Soln]
• Extensions: [YouTube] [Dropbox Video] (20 minutes)
• End of unit in-class exercise: [Notebook]. Solutions will be uploaded to class website.