This article presents electricity demand forecasting models for industrial and residential facilities. developed using ensemble machine learning strategies. Short term electricity demand forecasting is beneficial for both consumers and suppliers. as it allows improving energy efficiency policies and the rational use of resources. https://www.elphonsolam.com/product-category/cupcake-toppers/