Forecast of energy consumption

Customer industry: Energy Distribution
Problem: Forecasting energy consumption for individual consumers in 15 minutes granularity up to 7 days ahead. Cold-start forecasting required to increase model robustness.
Solution: Segmentation of consumption points based on time series of historical energy usage. Separate models (ARIMA, LSTM) were trained for each segment.
Technology: Python, Oracle