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Visualisation dashboard #18

@benedikt-voelkel

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@benedikt-voelkel

We could think about a handy visualisation dashboard in the browser. Already, optuna by default relies on plotly for visualisations which yields quite interactive plots.
We could think about a mechanism to load them e.g. via a notebook.
So having a notebook that reads in and displays the performance and evaluation plots could be extremely useful for the user to have get a comprehensive overview of the optimisation.

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