As we navigate the complexities of modern energy consumption, understanding how households utilize electricity is paramount. The household sector significantly contributes to overall energy demand, and optimizing its usage is crucial for both economic and environmental sustainability. This project focuses on energy disaggregation, a technique that breaks down a household’s total electricity consumption into individual appliance-level usage. By doing so, we gain deeper insights into energy consumption patterns, which enables better management and efficiency improvements.