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Models are judged based on their performance metrics, such as accuracy, precision, recall, and F1 score, which assess how well they make predictions. Additionally, factors like robustness, generalizability to unseen data, and interpretability play crucial roles in evaluation. Model complexity and training time can also influence judgment, as simpler models are often preferred for their ease of understanding and deployment. Finally, real-world applicability and alignment with project goals are essential for determining a model's overall value.

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