This study presents ensemble machine learning (ML) models for predicting residential energy consumption in South Africa. By combining the best features of individual ML models. ensemble models reduce the drawbacks of each model and improve prediction accuracy. We present four ensemble models: ensemble by averaging (EA). https://safeersappliancers.shop/product-category/neff-n13td26n0-electric-ceramic-domino-hob-black/