You picked a model. You trained it. You got decent accuracy. Then someone asks: did you tune the hyperparameters?

You picked max_depth=5 because it felt right. Learning rate 0.1 because you saw it in a tutorial. Number of trees because 100 is a round number.

That's guessing. Hyperparameter tuning replaces guessing with a systematic search. It...