[{'role': 'system', 'content': "You are an expert in machine learning and your task is to classify the code snippets into categories from the provided list of categories. List of categories: ['helper_functions', 'load_data', 'data_exploration', 'data_preprocessing', 'evaluation', 'modelling', 'prediction', 'result_visualization', 'save_results', 'comment_only']"}, {'role': 'user', 'content': "Identify to which category the provided code belongs and assign the code snippet to at least 1 but up to 5 categories based on the probabilities, ignore if the probability of the category is negligible. Strictly provide your response as a list. Avoid providing any additional information, commentary, or personal opinions.\\nPython Code:HYPER_PARAMS = {\n \n  'learning_rate': 0.02,\n\n 'n_estimators':800,\n 'max_depth': 6,\n 'subsample': 0.8,\n 'colsample_bytree': 0.8,\n 'max_delta_step': 1,\n 'objective': 'multi:softmax',\n 'nthread': 4,\n 'seed': 1747\n \n\n \n \n\n}\n\n\n\n\nmodel = xgb.XGBClassifier(**HYPER_PARAMS)\nmodel.fit(X,y)\n\n"}, {'role': 'assistant', 'content': "['modelling']"}]