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Week0 run: Fixed error with usage of GPU (or CPU) #41

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Greetings. I have just started checking your repo, and I liked the week 0 content.

I edited both the training and inference scripts in order to make it able to correctly use the GPU.
(and solve the [RuntimeError: Expected all tensors to be on the same device, but found at least two devices, cuda:0 and cpu! )

Other modifications are minor to explain better the notebook or readme.

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