Yes, but the name is invented by the film. In reality, it's called anterograde amnesia and usually functions differently to in the film. See http://en.wikipedia.org/wiki/Anterograde_amnesia#Symptoms
'Slave to Love' by Elan. The complete 50 First Dates soundtrack can be found here with scene descriptions.