Many active learning and search approaches are intractable for large-scale industrial settings with billions of unlabeled examples.
Label noise is increasingly prevalent in datasets acquired from noisy channels.
Ranked #8 on Image Classification on Clothing1M (using extra training data)
This paper presents a study of semi-supervised learning with large convolutional networks.
Ranked #85 on Image Classification on ImageNet (using extra training data)