AI Features
Home
Courses
Machine Learning System Design

Problem Statement and Metrics

Learn how to define the problem statement, success metrics, and system requirements for building a real-world ad click prediction machine learning system.

We'll cover the following...

What is Ad Click Prediction?

Ad Click Prediction is the task of predicting whether a user will click on a displayed advertisement. It is one of the most critical problems in online advertising, directly impacting:

  • Revenue generation

  • User experience

  • Advertiser return on investment (ROI)

At scale, even small improvements in prediction accuracy can translate into millions of dollars in additional revenue.

1. Problem statement

Predicting whether a user will click on an ad is a critical problem in digital advertising. It impacts everything—from revenue to user experience. Build a machine learning model that predicts whether an ad will be clicked. ...