It seems like you wish to validate a model on your data. Given that the dependent variable is binary, you can employ the concordance statistic (c statistic) to validate the model.
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Use this tutorial as a handy guide to weigh the pros and cons of these commonly used machine learning algorithms.
Find more tutorials on the SAS Users YouTube channel.