NN for forcasting stock price

I want to create a simple system where my system able to forecast the stock price of tomorrow where first it will train itself from the data it get from the previous historical data (dec 08 -dec 13) of private banking stock price (e.g Maybank in Malaysia). After train, when click on forecast it will says YES if the stock price for tomorrow will go UP or NO if the price for tomorrow will go DOWN...

attached is the example of input i get from finance.yahoo.com...

by the way, can i use only one input to forecast?

another thing, how to start step by step, is there is any video or any site could teach me?

Thanks