Introduction: The Power of Prediction in Residential Energy Consumption Predicting residential energy consumption is no longer a futuristic fantasy; it’s a present-day necessity. As energy grids become smarter and consumers more conscious of their environmental footprint, the ability to accurately forecast energy demand is crucial for efficient resource allocation, cost optimization, and grid stability. This