The reason for seeing one hemisphere is tidal locking. The Earth's gravity captured the Moon so intensely that the near side is forced to always face the Earth. This is called synchronous rotation. Part of the far side is visible during periods of libration.
The far side is mistakenly called the dark side of the moon. The far side gets sunlight as well.