Note: This stops the pop-ups on your screen, but you will still see the notification badges on the Chrome icon in your taskbar unless you disable those separately.
If you only need to turn off notifications temporarily (for example, while watching a movie or working), you don't need to change any settings permanently. Windows 11 has a built-in "Focus" mode. how to turn off chrome notifications windows 11
Here is how to do both.