iAd Personalization Engine

Services: including neural networks, genetics algorithms and stochastic hill climbing

CHALLENGE

Apple was looking to provide improved targeting and personalization capabilities within their advertising platform. The challenge asks how might we apply modern machine learning techniques to improve personalization accuracy, netting higher conversions from advertising.

SOLUTION

Built an ensemble model leveraging historical user behavioral data.

OUTCOME

300% increase in conversion rate for recommended applications.