You may be interested in Merlin.jl: https://github.com/hshindo/Merlin.jl. 
This supports describing computation graphs in Julia and optimization.

On Saturday, June 25, 2016 at 8:27:31 AM UTC+9, Gabriel Goh wrote:
>
> I'm wondering if a library in Julia exists where I can specify dataflow 
> graphs which can be compiled and differenciated, similar to what tensorflow 
> does. Thanks a lot!
>

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