Machine Learning, Model Selection, Hyperparameter Tuning, Learning Curve, Cross Validation.
case, you may want to use stratified sampling (potentially combined with over- respectively undersampling techniques if your learning method requires it) to make the partitions. A final word of caution: when dealing with time series data where the task is to make forecasts, train, validation and