The Arduino is a essentially a small computer that can fit in your hand. It's much slower and more low-power than a normal computer, but it does most of the same things:
It can run software
It can communicate with other computers
It can control hardware - LEDs, storage devices, sensors, etc
It can store data internally
Here is a picture of an Arduino UNO:
There are 14 digital IO pins labelled 0-13.
Pins 0 and 1 are special and used for communicating with the computer via USB. You shouldn't use them unless you know what you are doing!
Pin 13 is special because it is attached to an onboard LED. Try setting this pin to a high voltage and you'll see it light up!
Pins 3,5,6,9,10,11 are special because they support PWM, a sort of analogue output technique.
On the left there are 6 Analog input pins labelled A0-A5
They can measure 0V to 5V in increments of around 5mV
They can also be used as digital IO if you really need some extra pins - their numbers as digital IO are 14+analogue pin number. So A3 is pin number 14+3 = 17