Advertisement Matching

Let’s say that you’re an advertisement company that wants to increase revenue.

You want to effectively match an advertisement to a user.

1. What metric should you prioritize if you want to maximize revenue: click through rate or conversion rate?
2. What machine learning algorithm would you use?