Abstract: With the rapid development of internet technology and the energy industry, the power energy field is constantly undergoing changes. This paper provides a systematic review of the research on power load forecasting based on clustering algorithms and deep learning, covering the basic concepts, development of power load forecasting, mainstream clustering algorithms, forecasting methods, and the basic concepts, technical principles, and applications of deep learning.