Found the solution. The code i needed was

PyPlot.svg(true)


sweet plots, here i come.
On Wednesday, August 3, 2016 at 4:19:43 PM UTC-7, Gabriel Goh wrote:
>
> I can improve the output quality of IPython quite dramatically by using 
> the following commands
>
> %matplotlib inline
> %config InlineBackend.figure_format = 'svg'
> import matplotlib.pyplot as plt
> plt.plot([1,2],[1,2])
>
> Is there something equivalent in Julia? I know magics don't work in 
> IJulia, but there must be a place I can change the config file manually.
>
> Thanks!
>

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