[{'role': 'system', 'content': "You are an expert in machine learning and your task is to classify code snippets into one of the following categories: ['helper_functions', 'load_data', 'data_exploration', 'data_preprocessing', 'evaluation', 'modelling', 'prediction', 'result_visualization', 'save_results', 'comment_only']."}, {'role': 'user', 'content': 'Identify the single most appropriate category to which the provided code belongs. Provide your response as a single category label without any additional information, commentary, or personal opinions.\\nPython Code:predicted_probs = model.predict_generator(image_generator(X_valid, TRAIN_DIR, size=SIZE, batch_size=batch_size, random_preproc=False),\n                                             steps=int(math.ceil(len(y_valid)/batch_size))\n                                            )\npredicted = np.round(predicted_probs)\nprint(classification_report(y_valid, predicted))\nprint(log_loss(y_valid, predicted_probs))\nsns.heatmap(confusion_matrix(y_valid, predicted), annot=True);'}, {'role': 'assistant', 'content': 'evaluation'}]