## Description ##
Fixes https://github.com/apache/incubator-mxnet/issues/784

Add references to the binary cross entropy loss in the LinearRegressionOutput 
docs

### Essentials ###
- [ ] Changes are complete (i.e. I finished coding on this PR)
- [ ] Code is well-documented: 


[ Full content available at: 
https://github.com/apache/incubator-mxnet/pull/12299 ]
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