Any suggestions as to what is wrong and how I might be able to fix it myself?
I would not recommend if you have Apple Care. Give them a call and make sure you get a case number.
MacBook Pro (15-inch, Mid 2010): Intermittent black screen or loss of video. Affected computers were manufactured between April 2010 and February 2011.