 Bishop was born in Adelaide and studied piano from the age of 12 under the tuition of the distinguished Adelaide teacher William Silver.In 1919, he won the Alexander Clark Scholarship to the Elder Conservatorium, and in 1923, he won the South Australian Elder Scholarship to the Royal College of Music in London.There, Bishop studied conducting in addition to furthering his piano studies with Herbert Fryer.