The invention is a process for epoxidizing an olefin with hydrogen and oxygen in the presence of a catalyst mixture containing a titanium or vanadium zeolite and a supported catalyst comprising palladium, rhenium and a carrier. The process results in significantly reduced alkane byproduct formed by the hydrogenation of olefin.