This work deals with the investigation of bifurcating fluid phenomena using a reduced order modelling setting aided by artificial neural networks. We discuss POD-NN approach dealing non-smooth solutions set nonlinear parametrized PDEs. Thus, we study Navier–Stokes equations describing: (i) Coanda effect in channel, and (ii) lid driven triangular cavity flow, physical/geometrical multi-parametri...