Log Loss Explained: The Game Show Where Confidence Costs You — Being Wrong Is Bad, Being CONFIDENTLY Wrong Is Catastrophic

Your model says "90% sure it's a cat." If it's right, small reward. If it's wrong, MASSIVE penalty. That's log loss — it doesn't just punish mistakes, it DESTROYS overconfident mistakes. Here's why that matters and when you need it.