> I fed this data into a Neural network (3 hidden layers with 6 neurons in each 
> layer) and trained the network. When I passed the input dataset and tried to 
> get the predictions, all the predicted values were identical! This confused 
> me a bit and was wondering whether my understanding of the Neural Network was 
> wrong.
>
> Have you ever faced anything like it?

You should really provide code for us to help. I would initially
suspect that you didn't use a linear function between your hidden
units and the outcomes.

Also, using 3 hidden layers and 6 units per layer is a bit much for
your data set (30-40 samples). You will probably end up overfitting.

-- 

Max

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