Section: Machine Learning•ID #38

Linear Regression (Gradient Descent)

Step 1: TheoryTheory Article

Linear Regression with Gradient Descent

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

Step 2: PracticeDeep-ML Challenge

Linear Regression Gradient Descent

Solve the challenges and apply your knowledge interactively.

Medium20 min estimated study

Overview

Train linear models using batch gradient descent updates.

Learning Objectives

  • Calculate MSE gradient vectors
  • Update weights iteratively

Prerequisites

Tracking Control

Completion Reward+200 XP
Study Checklist
Studied theory resource
Completed practice exercise