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The blog post format may be easier to read, and includes a comments section for discussion. The Colab Notebook will allow you to run the code and inspect it Update 5/27/20 - I've updated this post to use the new transformers library from huggingface in place of the old pytorch-pretrained-bert library. 1. Transform. In order to augment the dataset, we apply various transformation techniques. These include the crop, resize, rotation, translation, flip and so on. In the pyTorch, those operations are defined in the 'torchvision.transforms' package and we can choose some of those transformations when it...

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Transformers is backed by the three most popular deep learning libraries — Jax, PyTorch and TensorFlow — with a seamless integration between them. It's straightforward to train your models with one before loading them for inference with the other. So, all the transforms in the transforms.Compose are applied to the input one by one. But in short, assume you only have random horizontal flipping transform, when you iterate through a dataset of images, some are returned as original and some are returned as flipped(The original images for the...