Question: If we train a model to reflect the relationship between the predictor Xand output Y. Assuming that the blackline in the following figure reflects the

If we train a model to reflect the relationship between the predictor Xand output Y. Assuming that the blackline in the following figure reflects the true system, and the gold straight line is the model we trained to approximate the true system, then what problem will we have and why?

O CO O > O CO + 0 20 40 60 80 100 X

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