1- Chrome Users
Webstruck talked about two ways to search for files on Chrome, however upon trying these ways I found out that the easiest and simplest way to do it is through installing Google Drive Quick Search. This Chrome extension allows you to quickly search and get results using the address bar only. "Just type drive in the address bar and hit TAB key. Now you can enter what you want to search for."
2-- Firefox User
There is also a Firefox extension similar to the one mentioned above. Google Drive Files Search is a Firefox add-on that, upon its installation, adds a new search engine module to Firefox which you can use to search for Drive files.
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