Yeoh studied medicine at Faculty of Medicine, the University of Hong Kong where he was elected President of the Student Union in 1969 and graduated in 1971.
After a 19-year career at Hong Kong government hospitals, with recognised work in AIDS research, Yeoh became the first Chief Executive of the newly formed Hospital Authority in 1990.