Artificial Intelligence · Deep Learning
A topic within Deep Learning, itself one of 14 topics in that field and part of Artificial Intelligence.
2 works
Bengio, Courville & Vincent
Surveys the principles behind learning good data representations automatically rather than by hand-engineering features, and argues the quality of a representation can be judged by how well it disentangles the underlying explanatory factors of the data.
30 pageslink checked 17 Sept 2026Chen, Kornblith, Norouzi & Hinton
Shows a self-supervised model (SimCLR) trained only to recognise different augmented views of the same image as similar learns representations that, with a linear classifier on top, approach fully supervised accuracy — and identifies the specific design choices (strong augmentation, a projection head, large batches) that make this work.
11 pageslink checked 17 Sept 2026