> Coming up with architectures that randomly work/don't work, tuningparameters, waiting for days till the model is trained... the level ofuncertainty is just too high for me.

Good news! You say you work in computer vision. There's a high chance that in practice you'll mostly use off-the-shelf solutions and most of your actual time will be spent gathering data:)