id="p0005">We propose a new prediction method to model building energy consumption in Smart Grid.

id="p0010">It incorporates deep learning into reinforcement learning for continuous states estimation.

id="p0015">The learned model is transferred to a new building to predict energy consumption.

id="p0020">The method is validated on a real database recorded over seven years, with hourly resolution.