1. A method for transforming a noisy audio signal to an enhanced audio signal, comprising steps: acquiring the noisy audio signal from an environment; processing the noisy audio signal by an enhancement network having network parameters to jointly produce a magnitude mask and a phase estimate; using the magnitude mask and the phase estimate to obtain the enhanced audio signal, wherein the steps are performed in a processor.