GIMP is a free picture editing and creation tool.
It can be used for designing of websites and custom cool banners
The best ones are
gimp.org/tutorials( official site)
gimpology.com
gimp-tutorials.net
gimp-tutorials.com
gimpguru.org/Tutorials

Check them out there are also some tutorials about making eye catching avatars