Runtime and accuracy are challenges of advanced node manufacturing that are addressed by new machine learning algorithms in the Calibre platform. This paper describes how machine learning improves three key steps in preparing a design for manufacturing — process modeling, optical proximity correction (OPC), and litho-for-design (LFD).