szha commented on issue #7999: Is ndarray api designed for users  construct 
networks to predict, and symbol for training?
URL: 
https://github.com/apache/incubator-mxnet/issues/7999#issuecomment-331676651
 
 
   Symbolic way is usually faster. Most of the examples were written in 
symbolic way.
   For NDArray, you can use autograd to train in imperative way. 
https://mxnet.incubator.apache.org/versions/master/api/python/autograd.html?highlight=autograd#record-vs-pause
   Yet another alternative is to use the new interface Gluon, which is to use 
imperative way for development and debugging and to use symbolic way for 
large-scale training. There are many step-by-step tutorials on this in 
http://gluon.mxnet.io/ and https://zh.gluon.ai/.
 
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