Supervised Learning Foundations

Morning Outline

• Supervised learning pipeline: data, model family, objective and loss, optimization
• Linear regression
• slides

Afternoon Outline

• Classification and probabilistic models
• Logistic regression
• Regularization
• slides

Lab Activity

The afternoon activity is Supervised Learning Lab), where participants build and evaluate a classifier.