 An accurate deep neural network algorithm for short-term load forecasting, STLF, is introduced. The forecasting performance of proposed algorithm is compared with performances of five artificial intelligence algorithms that are commonly used in load forecasting. The experiment results show that proposed algorithm are 9.77% and 11.66% accurate. This article was authored by Ping Huan Kua and Choo Chai Huang.