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Add Tensorboard logging for scalars and images, add FastImageFolder for large folders #55

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Thank you for your amazing work and code.

Please consider reviewing / adding the following small ideas to the code:
1.
Tensorboard logging. Tb is an amazing tool that really simplifies the NN training process.
Added some reference code for Tb logging + added image visualization during training + scalar visualization.

A simple FastImageFolder class to load large datasets from folders. The pre-built PyTorch class handles very large folders (500k+ images) not really fast.

Thank you!

…or loading large datasets quickly from a folder and a pre-saved list of images
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