This study investigates the use of deep learning techniques for building a generalized surrogate model that can accurately and very efficiently predict antenna performance parameters. Notably. we focus on applications where a substantial amount of simulation time is required and prior data is available for deep learning use. Specifically. https://www.kvmrentals.com/product-category/flare/