Acoustic metamaterials are engineered microstructures with special mechanical and acoustic properties enabling exotic effects such as wave steering, focusing cloaking. In this research, we develop a new machine learning framework for predicting optimal metastructures planar configurations of scatterers specific functionalities. Specifically, implement by combining probabilistic generative model...