Right before you share your screen with your participants, you can choose to also share your computer's sound with your participants (e.g., the audio of a video you're sharing)
1. Share your screen by clicking the green Share Screen icon.

Updated
Right before you share your screen with your participants, you can choose to also share your computer's sound with your participants (e.g., the audio of a video you're sharing)