Please refer to the following link to know the differences between website and web application,
http://onlydifferencefaqs.blogspot.in/2012/07/aspnet-difference-faqs-2.html
website is a server side and you can consider that as a whole project but where as web application is a part of website and it is itself a exe file which contains in bin folder