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We present the Galaxy Spectra Network\/GaSNet-II, a supervised multinetwork deep learning tool for spectra classification and redshift prediction. GaSNet-II can be trained to identify a customized number of classes and optimize the redshift predictions. Redshift errors are determined via an ensemble\/pseudo-Monte Carlo test obtained by randomizing the weights of the network-of-networks structure. As a demonstration of the capability of GaSNet-II, we use 260k Sloan Digital Sky Survey spectra from Data Release 16, separated into 13 classes including 140k galactic, and 120k extragalactic objects. GaSNet-II achieves 92.4\u2009per\u2009cent average classification accuracy over the 13 classes and mean redshift errors of approximately 0.23\u2009per\u2009cent for galaxies and 2.1\u2009per\u2009cent for quasars. 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