Section: Statistics•ID #115

Maximum A Posteriori (MAP)

Step 1: TheoryTheory Article

Maximum A Posteriori Overview

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

Step 2: PracticeDeep-ML Challenge

Conditional Probability Exercise

Solve the challenges and apply your knowledge interactively.

Hard25 min estimated study

Overview

Perform Bayesian point estimation integrating prior distribution constraints onto target model variables.

Learning Objectives

  • Formulate Maximum A Posteriori objective functions
  • Incorporate prior distributions into standard MLE formulas

Prerequisites

Tracking Control

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