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MLP stands for multi-layer perceptron, the most basic kind of neural network. Also called DNN (deep neural network), as opposed to CNN or RNN (convolutional and recurrent neural networks).
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Why might a neural network consistently underestimate its target?
I had the same issue while trying to predict LTV of players installing a free-2-play game and realised after trying all the different architectures, weights, different loss functions to optimise, etc …