Approximately 99% of Albania’s power production comes from hydropower, while solar plants contribute 1%. The project aims to create models and algorithms that predict electricity consumption in Albania by utilising machine learning methods. The second objective is to develop models and algorithms that - enhance the efficiency of electricity production in Albania, specifically focusing on unit commitment. This leads to more efficient electricity generation and ensures energy network reliability.