Chris Olah's Distill intended to do this: "a new open science journal and ecosystem supporting human understanding of machine learning. Distill is an independen

Chris Olah's Distill intended to do this: "a new open science journal and ecosystem supporting human understanding of machine learning. Distill is an independent organization, dedicated to fostering a new segment of the research community." The journal went to sleep in 2021, unfortunately. (https://blog.research.google/2017/03/distill-supporting-clarity-in-machine.html https://blog.research.google/2017/03/distill-supporting-clar...)