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Week 10 - Basic Data Analysis 2.1 & 2.2

Learning Objectives:

• Intro to machine learning
• Linear regression
• Overfitting and underfitting
• Regularization in regression
• Feature Selection

Lessons:

• Basic Data Analysis 2.1 & 2.2
  • Tuesday:
  • Thursday:

Important Dates:

• Homework 5 due Thursday, Apr 02, 11:59pm

Readings:

• Basic Data Analysis 2.1
  • WJ Chap 3.2
• Basic Data Analysis 2.2
  • ISL 6.1, 6.2

Resources

• Proof: Ordinary least square
• Proof: MLE for linear regression
• How regularization works conceptually