Section: Machine Learning•ID #41

Lasso Regression Regularization

Step 1: TheoryTheory Article

Lasso Regression Details

Study the core concepts and background material for this learning item.

Step 2: PracticeDeep-ML Challenge

Implement Lasso Regression GD

Solve the challenges and apply your knowledge interactively.

Hard25 min estimated study

Overview

Optimize Lasso L1 objective paths to construct sparse feature selections.

Learning Objectives

  • Apply L1 coordinate descent penalties
  • Perform sparse selection maps

Prerequisites

Tracking Control

Completion Reward+250 XP
Study Checklist
Studied theory resource
Completed practice exercise