gistfile1.txt

plt.title("TESTING THE MODEL")

#TRAINING INSTANCE
plt.plot(train_inst[:-1],np.sin(train_inst[:-1]),"bo",markersize=15,alpha=0.5,label="TRAINING INST")

#TARGET TO PREDICT 
plt.plot(train_inst[1:],np.sin(train_inst[1:]),"ko",markersize=8,label="TARGET")

#MODEL PREDCTION
plt.plot(train_inst[1:],y_pred[0,:,0],"r.",markersize=7,label="PREDICTIONS")

plt.xlabel("TIME")
plt.legend()
plt.tight_layout()

plt.show()