I'm in Geelong but my DS is almost 18 months. Have you had a look at the Playgroups Victoria website? If you put in your postcode it gives you a list of playgroups in your area. Otherwise maybe get in contact with the MCHN when you move, they might be able to put you in touch with an established mothers group?

Good luck with the move!