Please browse the following link;

https://iamtrask.github.io/2015/07/12/basic-python-network/

Dear Nihar,

is your FIR NN problem for one step-prediction in time series?

tell me more detail via message

Best Regard,

Hi,

I recommend you to take a look at the netlab toolbox.

http://www.aston.ac.uk/eas/research/groups/ncrg/resources/netlab/downloads/

Also a very interesting book on the subject :

Neural Networks for Modelling and Control of Dynamic Systems: A Practitioner's Handbook (Norgaard)