Here is a related MSE question: "Using a Convolutional Neural Network for time series classification".
You can also look into using Recurrent Neural Networks (RNNs). (This requires representing the time series with discrete-values sequences.)
Anton
Thanks! I will check the suggestions.
Cheers
J. Rico
