Handling overfitting/improving generality accuracy in ML

  1. Decrease the learning rate.
  2. Increasing (multiplying) the number of filters in each convolution layer in the ANN.
  3. Add extra convolutional layers (can duplicate the existing ones).
  4. Add more DropOut layers.

All , and any of these steps lead to improving generality accuracy of the ANN model.