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Christopher -- Yes, changing the LearningRateMultiplier for the layers I want fixed is perfect. That combined with Sebastian's reminder about Drop will do what I want. And Matteo's alternate suggestion of saving out the Features is an interesting...
Fred -- I doubt it is the fastest card that works, but I've fallen back to a 970 until the bug that prevents my 1080 from working is fixed. It works okay, but of course is both slower and has less memory.
Andre -- This sounds like the problem I reported a while back with the 1080. See Stefan's reply to my post on it in this group. Apparently there is an issue with the versions of CUDA & cuDNN that M11 uses on the 1080, so it appears we'll have to wait...
Stefan -- That makes sense, although I've noticed that once it runs out of memory with a failure message, it seems like even a simpler network (that would succeed if I ran it first thing) can fail and crash the kernel, so there may also be an issue...