Introduced in GitLab 11.0.
Navigate to the Admin area and go to the Appearance page.
Upload the custom favicon (Favicon) in the section Favicon.
After saving the page, the new favicon will be shown in the browser. The main favicon as well as the CI status icons will show the custom icon:
