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input Now, if softmax was used instead of sigmoid Dog: Softmax(2.1) = 0.769 Cat: Softmax(-1.5) = 0.021 Bird: Softmax(0.8) = 0.210 In this case, the probabilities do add upto 1 hence dependent and only Dog can be assigned to the input. Here is the code for using Neural Network for Multilabel