Check in control panel, advanced sound settings, and try selecting the different audio hardware options you have listed till sound comes back. If not, sudo apt install pavucontrol (or search for pulseaudio on Deepin store). I recommend you to install pavucontrol anyways, this is an equivalent to the sound manager on Windows.

How about the sound issue now?