How is the atmospheric pressure caused?

The atmosphere can be considered as a closed container bounded by land and sea from below and force of gravity from above that does not allow air to escape to outer space. The gas molecules are in a constant state of collision and move freely. These molecules exert pressure which causes atmospheric pressure.