To turn off your microphone, click on the microphone icon in the right left corner of your own video screen.
Muting Another Guest
To turn off another person's audio feed for yourself, click on the speaker icon in the right left corner of your own video screen. Keep in mind, this mutes their audio feed for you only, not to anyone else. To unmute them, click the speaker icon once again.