@safrooze I have verified that using the master from intel/mkl-dnn module the 
problem has been fixed.
`
from mxnet import ndarray as nd

nd.Activation(nd.array([100]), act_type='softrelu')

[100.]
<NDArray 1 @cpu(0)>
`
@sandeep-krishnamurthy @nswamy Please close this issue.

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https://github.com/apache/incubator-mxnet/issues/11804 ]
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