Sidebar Removal

I would like to eliminate the side bar from my home page and several other pages to allow the page content to take up the whole width of the page. On my blog section, however, I would like to keep it. This seems possible from the demos but I can’t figure it out and have looked through the help section and all tutorials. Any help would be greatly appreciated.