We show that the virtual singular braid monoid on n strands embeds in a group \(VSG_n\) , which we call the virtual singular braid group on n strands. The group \(VSG_n\) contains a normal subgroup \(VSPG_n\) of virtual singular pure braids. We show that \(VSG_n\) is a semi-direct product of \(VSPG_n\) and the symmetric group \(S_n\) . We provide a presentation for \(VSPG_n\) via generators and relations. We also represent \(VSPG_n\) as a semi-direct product of \(n-1\) subgroups and study the structures of these subgroups. These results yield a normal form of words in the virtual singular braid group.