[{'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:g = tflearn.input_data([None, N_SEQUENCE, len(char_idx)])\ng = tflearn.lstm(g, 512, return_seq=True)\ng = tflearn.dropout(g, 0.5)\ng = tflearn.lstm(g, 512, return_seq=True)\ng = tflearn.dropout(g, 0.5)\ng = tflearn.lstm(g, 512)\ng = tflearn.dropout(g, 0.5)\ng = tflearn.fully_connected(g, len(char_idx), activation='softmax')\ng = tflearn.regression(g, optimizer='adam', loss='categorical_crossentropy',\nlearning_rate=0.001)"}, {'role': 'assistant', 'content': 'modelling'}]