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Energy Demand Forecasting with Machine Learning, An advanced AI model for natural gas consumption prediction using ensemble learning (Gradient Boosting, Random Forest, Ridge Regression) on multivariate time series data. Includes feature engineering, Fourier transforms, and econometric analysis.