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Added Optuna Tutorial #270

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Added optuna tutorial in runnable and .rst format.

@jeshraghian
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I just made a new push that cleans up some of the text. I hit the limit on colab gpu usage, but my next steps will be:

  • reduce the number of trials so that it runs in a reasonable amount of time
  • update the rst file to reflect the changes in the ipynb file
  • save some of the plots/figures generated so they can go into the rst file

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