The main bottleneck for using deep neural networks in location-aided millimeter wave beam alignment procedures is the need large datasets to tune their set of trainable parameters. This letter proposes use transfer learning technique order reduce dataset size requirements deep-learning based selection. Information can be done from one environment another, or antenna configuration which we refer...