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We're seeing the beginnings of bringing the collaboration models that have been vastly successful in open-source communities to data science.
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In Russia, for instance, Mikhail Glinka composed music to Prince Kholmsky (1840), an otherwise obscure drama by Count Kukolnik, and the Shakespeare repertory brought the collaboration of such composers as Mily Balakirev King Learr, 1861) and Tchaikovsky (Hamlet, 1891).
"You need to be clear about what skills you're bringing to the collaboration and what skills you think the other people are going to be able to bring," DeBruine says.
He initiated the collaboration by bringing the prisoners photographs of some of the public figures caught up in the invasion of Iraq, and their discussion about them led to the men also recounting their personal experiences of fighting in Iraq, Afghanistan and Northern Ireland.
Our new development efforts will be focused on bringing the same kinds of collaboration and workflow experiences that you're used to in Pixelapse over to the core Dropbox product.
Balmain's new celebrity firepower brought it a vast slice of the fashion bandwidth, and this new status as an industry headliner brought about the collaboration with H&M last year, which made the brand a household name.
"You need to explain what you bring to the collaboration besides enthusiasm," she says.
Here's where ClientShow brings in the collaboration angle: as you are pitching an idea, decision makers on a client team can approve (or dismiss) different ideas and files and give feedback automatically by adding notes and comments to the pitch that are updated in realtime.
Similarly, the operations research participants brought to the collaboration their previously developed conceptual framework for modelling the HIV care continuum in Vancouver.
While validating our own skills and knowledge, we made it clear that the community had important resources to bring to the collaboration and that their participation in decision making was necessary.
Make it clear you have something worthwhile to bring to the collaboration, too.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com