Bioceramics are crucial materials to be used in clinical, dental, load bearing and other biological applications that require good mechanical, physical and biological properties. In this work, physical properties such as ( density and porosity) and mechanical properties such as (impact strength, tensile strength, elastic modulus, elongation at break and hardness) of biocomposite are predicted by developing model using genetic algorithm (GA) technique and regression equation on assumed values and compare it with the values gained from experimental work via GetData Graph Digitizer 2.26.