An object made up of three sticks (called stumps) stuck into the earth, with two small sticks (called bails) balanced on them. They are like a target for the fielding team, and can be hit with the ball to try to get batsmen out.
A batter getting out, meaning they can't bat anymore. A team that has "lost 5 wickets" has had 5 of its batters get out.