| CPC G11B 27/038 (2013.01) [G06N 3/045 (2023.01); H04S 3/008 (2013.01); H04S 2400/01 (2013.01); H04S 2400/13 (2013.01)] | 21 Claims | 

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               1. A deep-learning-based system for performing automated multitrack mixing based on a plurality of input audio tracks, wherein the system comprises: 
            one or more instances of a deep-learning-based controller network; and 
                one or more instances of a deep-learning-based transformation network, 
                wherein the controller network is configured to, based on the input audio tracks, generate parameters for use in the automated multitrack mixing; 
                wherein the transformation network is configured to, based on the parameters, apply signal processing and at least one mixing gain to the input audio tracks, for generating an output mix of the audio tracks; 
                wherein the controller network and transformation network are trained separately, and 
                wherein the controller network is trained based on the pre-trained transformation network. 
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