Shamoo was born and raised in Baghdad, Iraq. He is an ethnic Iraqi. He attended the University of Baghdad and graduated with a degree in physics in 1962. In 1966, he earned a Master's of Science in physics from the University of Louisville. Four years later, in 1970, he finished his Ph.D. in the program in Biology at the City University of New York.