3 PhD positions on « Physics Aware Deep Learning » are available at Sorbonne University, Paris, Fr. The positions are: 1) Machine Learning augmented model design of unsteady reactive flows – application to a scramjet combustor, 2) Domain generalization and transfer learning for deep learning data coherence of climate data sets, 3) Physics Based Deep Learning of Surrogate Models for Fluid Flow Simulation. Application to sustainable space missions.