iAd Personalization Engine

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


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.


Built an ensemble model leveraging historical user behavioral data.


300% increase in conversion rate for recommended applications.