SharePoint site template error: The template you have chosen is invalid or cannot be found.

I spent hours reloading and changing names for a site template until found the root problem for this:  conflicting Template Id's in the web_template.xml files.

Basically, I had several site definition templates with the same Template Id.  So be sure to use unique template Id's and change the ones that Visual Studio 2010 generates for you.