She was rushed to the hospital with heart attack-like symptoms during the swimming portion of the race.
The 40-year-old woman's name has not been released.
A 64-year-old man from New Jersey also died during the swimming competition. Officials suspect he died from a heart attack.
Police say 26 others needed medical attention during the one mile swim in the Hudson River.