Section: Statistics•ID #124

Gibbs Sampling in MCMC

Step 1: TheoryTheory Article

Gibbs Sampling Overview

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

Step 2: PracticeDeep-ML Challenge

Markov Chains Exercise

Solve the challenges and apply your knowledge interactively.

Hard30 min estimated study

Overview

Implement multi-variable sampling algorithms sequentially using conditional coordinate update sequences.

Learning Objectives

  • Perform multidimensional variable updates iteratively
  • Analyze conditional updates mapping complex joint probability topologies

Prerequisites

Tracking Control

Completion Reward+300 XP
Study Checklist
Studied theory resource
Completed practice exercise