A hybrid PSO-SVR is proposed for permeability prediction of hydrocarbon reservoir. PSO-SVR is investigated using datasets from four distinct oil wells. PSO-SVR achieve better performance compared to widely-used SVR in all the wells. PSO-SVR provides automatic means of selecting SVR hyper-parameters.