You could try Minetorch 1.0k , it’s a wrapper of PyTorch which support both Tensorboard and Matplotlib to visualize the loss and accuracy out of box. There’s a mnist sample you could try.
Some visualization
mnist example visualized with matplotlib

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mnist example visualized with Tensorboard

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