The three-month pilot project is aimed at increasing the rail system's revenue and ridership.
There will be four trains in all, one train in each direction in the morning and one train in each direction in the evening.
Each train will make seven stops between the terminals in San Francisco and San Jose.
Caltrain is trying to close a $2.3 million 2011 budget shortfall.