[deleted] Yes, you can. It is very simple to install from a Linux box. Essentially you need to install a package, follow the instructions on the wiki, and you'll be done in about ten minutes.
I just realized the web installer instructions do not include Fedora. The installation will follow the same process as Ubuntu, except the command for installing the package will be different:
sudo dnf install android-tools