text: """
  Neural network stuff.
  """
  from typing import Any
  from typing import Dict
  
  from numpy import argmax
  from numpy import array
  from skorch import NeuralNetClassifier
  from torch import Tensor
  
  
  class NeuralNetworkClassifier(NeuralNetClassifier):
      """
      A LSTM neural network classifier.
      """
  
      def infer(self, x: Tensor, **kwargs: Dict[Any, Any]) -> array:
          """
          Predicts a data set.
          :param x: the data set to analyze
          :param kwargs: additional parameters
          :return: the classes
          """
  
          yy = super(NeuralNetClassifier, self).infer(x, **kwargs)
          return yy
  
      def predict(self, x: Tensor) -> array:
          """
          Predicts a data set.
          :param x: the data set to analyze
          :return: the classes
          """
  
          probabilities = self.predict_proba(x)
          indexes = argmax(probabilities, axis=1)
          yy = array([self.classes_[i] for i in indexes])
  
          return yy
  