Of course, you might want to ignore case in your search:

$ find /usr/share/doc -name '[Rr][Ee][Aa][Dd][Mm][Ee]*'

Or, more simply:

$ find /usr/share/doc -iname readme\*

As you can see, you can use -iname to do case-insensitive searching.