gold price detection using data mining
Recurrent Neural Network (RNN) are quite efficient at dealing with sequential information such as time-series.
LSTM (Long Short Term Memory) is a type of RNN that can learn long-term dependencies and overcome some problems that vanilla RNNs have.
If you want to try it on your problem, I'd suggest this tutorial on LSTM for time-series prediction.