L01 : Motivating Applications, Machine Learning Pipeline (Data, Models, Loss, Optimization), Backpropagation

Lecture Goals

  • Understand the key components to set up a classification task
  • Relate business problems to machine learning methods
  • Understand how chain rule works
  • Understand why multiclass logistic regression may not work well even for 2D data