Message: Invalid output layer configuration for layer "OutputLayer": Softmax + nOut=1 networks are not supported. Softmax cannot be used with nOut=1 as the output will always be exactly 1.0 regardless of the input.
This configuration validation check can be disabled for MultiLayerConfiguration and ComputationGraphConfiguration using validateOutputLayerConfig(false), however this is not recommended.