[{'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:pred_y = model.predict(X, verbose=False)\npreds  = model.predict_classes(X, verbose=False)\nprint('ACCURACY: ', accuracy_score(y, preds))\nprint('CONFUSION MATRIX:\\n', confusion_matrix(y, preds))\nplt.scatter(range(len(loss.history['loss'])), loss.history['loss'])\nplt.xlabel('Epoch')\nplt.ylabel('MSE')\nplt.title('MSE by Epoch')"}, {'role': 'assistant', 'content': 'result_visualization'}]