alphabets that are had many classes and few examples per class a few classes per class and what I find really appealing about these kinds of datasets is that they're more reflective of the statistics of the real world in the real world we have tremendous diversity in terms of the number of objects and number of items and people that we encounter and we don't encounter them over and over again we often encounter many new things constantly throughout our lifetime okay so proposes both discriminative and generative problems