There's nothing earth-shattering in this list of tactics to get more women to attend hackathons. But even better than that, these tactics encourage diversity across all differences, not just gender.
https://www.fastcompany.com/3059036/most-creative-people/what-do-women-want-at-hackathons-nasa-has-a-list
I think it's always stressful walking into a situation that's new to you, and you don't quite know how it's going to work. Whether or not that's a barrier to entry is going to depend on your previous experiences I think - so a data bootcamp is a really good idea.
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