If you want to code it yourself and based on your desired output. RNN (Recurrent neural network) would be the right choice. You can code it using Tensorflow and use LSTM as the layers.

If you prefer on cloud with tools ready to use and not much coding, Amazon DeepAR Forecasting looks sufficient.