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In general, this is a good thing to try in places where the community is presumably large enough.
This, like any group, will profit from having a face (who should be a woman, of course) to contact about it. As not-a-woman, one may be able to provide a convenient meetup location, or do some behind the scenes organizing, but during the actual event one should probably stay in the background if at all.
One factor in this of course is that you'll need to clarify for yourself, and for the invitees what you mean by women. People will wonder if they are included if they are trans (fem or masc), nonbinary etc. - and without specifically inviting them, they will tend to stay away. A welcoming phrase like the ACX "Extra Info For Potential Attendees" can clear up doubts about this part.