Yes. I've been doing this and seeing my subscriber count steadily climbing. But you do need substance rather than talking into a webcam, and a compelling thumbnail (one area I need to focus on).
One reason why daily uploads are good as it makes you part of peoples' day.. it ends up being something they look at while eating breakfast, going to bed, etc. This creates a steady core of regular viewers, which draws in more.