Zero Shot Learning, Computer Vision, NLP, Pytorch, Machine Learning.
yields 88% validation accuracy, as seen here: https://github.com/alexeygrigorev/mlbookcamp-code/blob/master/chapter-07-neural-nets/07-neural-nets-train.ipynb So using these clip based models with no training data and a few extra tricks can out perform a supervised approach that was state of the art