A Stupa is a monument that holds the bones or relic of the Buddha or sometimes well known saintly monks--"an abode of Budda's bones" as I say in class."
A mandala is a model of the Buddhist universe and a meditational tool that symbolically represents the overcoming of obstacles and achievement of nirvana.