I just stumbled upon this amazing site:
There are only a couple dozen articles right now but I just read the one on Gaussian Processes and found it to be really amazing.
Hope this helps someone out there 
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Distill is an absolute gem 
. I especially appreciate them trying out new formats beyond the interactive paper presentation (e.g. A Discussion of 'Adversarial Examples Are Not Bugs, They Are Features')