How to stop the sound notifications on my Zoom meeting?

Once you are the host/cohost of the meeting, upon selecting the participants' tab, you will be able to see the "..." button on your screen. There you can find the following options, and can decide what is needed and what not:

Upon unticking a specific option, you will be disabling this specific sound