Driver was born in Saskatchewan to a Christian family and has lived in New Brunswick, Ontario, Alberta and Manitoba. His mother died when he was seven years old.
His father later remarried and joined the Canadian Forces. Driver said he's never gotten along with his father or stepmother and isn't close with them now.
Driver said his father caught him smoking a joint at age 14 and sent him to London, Ont., to live with his sister. For the next three years, he hung out with the wrong people and got into trouble.
But that changed when Driver was 17, after he discovered his girlfriend was pregnant.
"That's why I stopped drinking and I stopped doing drugs and I stopped partying and stuff, and I started reading the Bible … because, you know, I had a lot of responsibility coming my way very soon," he said.
The Bible is also what Driver said drove him to Islam.
"I just decided it couldn't possibly be the word of God, so I started watching debates to find some answers. A lot of debates between Christians and atheists and Christians and Muslims, and the Muslims were always destroying them in these debates," he said.
When asked how he turned from devout Muslim to a "radical extremist," Driver said it was a result of reading up on the Middle East online.