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Fixes for tutorial #2

Jon Crall requested to merge fix-tutorial-2 into main

Improvements to tutorial 2

The tutorial no longer assumes the user is using 2 GPUs and instead defaults to 1 CPU but gives instructions for enabling the GPU. It also uses more "modern" practices of setting the important variables that dictate the volume of data that moves through the training pipeline.

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