First I found that the stepper was a uni-polar type one. Then using Arduino stepper library, it was a peace of cake building this project.
I purchased ULN2004A motor controller and here is the schematic from Arduino official tutorial.
This is an interesting project because you can control the speed of your stepper motor using potentiometer. I used a 50K (Kilo Ohms) one.
Here is an image of my project setup :
Here is the video of my project:
And here is the Arduino official tutorial page link. You can find the source code from this link. Have a good day!!