Deep learning models are probabilistic models implemented on deterministic machines. If you implemented it on a quantum computer you could say it’s completely probabilistic

You’re not a failure until you give up. You haven’t accomplished your goals yet, but you still can write/submit papers and apply to your dream job. Persistence will get you there eventually if that’s what you really want.