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loss_function="Logloss", random_state=42, verbose=1, auto_class_weights="SqrtBalanced", use_best_model=True, text_processing=text_processing_options, eval_metric='AUC' ) model.fit( train_pool, eval_set=validation_pool, verbose=10 ) And voila, our model is trained. Are we done? No. We need to check