'Neural network predicts values too high

My problem is that I have built a neural network for regression of a component weight. In the output you can see (in my opinion) that the model understood when the weight increases and when it decreases. Still, the prediction is not usable because the value is always too high. Since I am relatively new to ANN, I wanted to ask if this is a known bug?

model output



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