Where does Julia provide the biggest benefits over other ML frameworks for research?

Because everyone talks about Flux, I wanted to point out two other ML frameworks in Julia and their advantages.
Knet
Watch the beginning of this video for some insight on why Julia has made things easier: It had dynamic automatic differentiation in 2017!

TensorFlow and its advantages over Python

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