Deng was the first generation of modern naval officers trained in China. He entered the Naval Academy (船政學堂) in Mawei, Fujian in 1867 and graduated in 1874. He rose through the ranks and became the captain of the cruiserChih Yuen in 1887. He died in combat during the First Sino-Japanese War.