To get started, in my experience the fastest way is to use a language you already know. Ruby on Rails might be the fastest if you are familiar with Ruby, Django for Python, Catalyst for Perl, Zend for PHP, Lift for Scala.
I can keep listing the top frameworks for more languages, find something that interests you. Something that is interesting keeps you engaged.