@jeremiedb Vgg19 transfer learning failed for me and the GPU memory footprint 
at time of failure was around 15GB while running on Windows. Could you please 
elaborate on the solution using gc() which you proposed. Also, are you sure if 
it is not a hardware constraint?

@lichen11 Were you able to get past this issue?

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