Explain the concepts of overfitting and underfitting. How can you detect and prevent each?

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Overfitting and underfitting are two common problems that affect a model's ability to generalize, representing opposite ends of the model complexity spectrum. Overfitting occurs when a model learns the training data too well, capturing noise and random fluctuations rather than…