Does MLPClassifier (sklearn) support different activations for different layers?
One can see from the code (look at uses of self.activation) that the same function is used for all the hidden layers.
You might want to consider the comments to this question for alternative approaches, generally being a move away from sklearn and towards a deep learning framework.