MXNetSharp
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NumPy API
It would be fairly simple to separate out the numpy operators to create a NumPy API: https://medium.com/apache-mxnet/a-new-numpy-interface-for-apache-mxnet-incubating-dbb4a4096f9f?
For the full experience #2 would need to be addressed.