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Fitting Neural Network model, which of the following is correct: It can only have one hidden layer Neural network model is more complicated than regression

Fitting Neural Network model, which of the following is correct:
It can only have one hidden layer
Neural network model is more complicated than regression model, therefore, it is better than regression model.
It can fit more than one target variable simultaneously.
Neural Network model is very good modeling technique when the noise level in the data is very high.

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