Feeley was born in Ballinasloe, County Galway, Ireland.
In 2006 Feeley completed a doctorate (Doctor of Philosophy in Music [Performance]) at Maynooth University, which involved a major thesis in three volumes with the title Classical Guitar Music by Irish Composers: Performing Editions and Critical Commentary.