Monthly streamflow forecasting is vital for managing water resources. Recently, numerous studies have explored and evidenced the potential of artificial intelligence (AI) models in hydrological forecasting. In this study, feasibility convolutional neural network (CNN), a deep learning method, monthly CNN can automatically extract critical features from inputs with its convolution–pooling mechan...