Yeah, evaluating is done based on the prediction. The good thing is: you have a label as ground truth which helps you in evaluating how good the prediction actually is and adapt your weights based on this.
Of course! In the specialisation you find many more applications and use cases.
Feel free to take a look here if you want to dig deeper.