<ul><li>Returning only a point prediction is not enough to determine the trustworthiness of a regression model.</li><li>Knowing the certainty of predictions is crucial for making well-informed decisions.</li><li>In regression problems, it is important to determine the interval within which the true value is expected to lie.</li><li>Two approaches can be used: using a set of models that predict the interval or converting a point prediction into an interval.</li></ul>

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