You click Site Actions > Edit Page.  Then click any web part's Edit button > Modify Shared WebPart.   Go to Appearance and change the Chrome Type setting and click OK.  The change only works if you are working on the default.aspx page.  All other pages do not reflect the customization.

 

TBD