In the previous post of this series we explored the critical role buildings play in our climate efforts and highlighted various scenarios where AI can make a significant contribution. In this article, we delve deeper into the technical aspects, starting with the fundamentals of energy consumption prediction. We then move on to examine a selection of machine learning algorithms widely-used in the field, analyzing their advantages and limitations.