TLT: Recurrent fine-tuning transfer learning for water quality long-term prediction

•Validating the performance of Transformer model in water quality prediction firstly.•Transfer-learning based Transformer (TLT) model for addressing limited data problem.•Recurrent fine-tuning transfer learning prevent models from overfitting the source data.•A model-agnostic framework for water quality prediction.