This video introduces the self-supervised representation learning and why we need it. It also discusses the entire pipeline of performing the self-supervised Learning (Learning form unlabeled data). This is the part-2 of the video.
Resources to follow
1.Yann LeCun @EPFL - "Self-supervised learning: could machines learn like humans?" - • Yann LeCun @EPFL - "Self-supervised l...
2.Alexei (Alyosha) Efros - Self-Supervised Deep Learning - • Alexei (Alyosha) Efros - Self-Supervi...
3.Professor Zisserman lecture slides - https://project.inria.fr/paiss/files/...
4.Lilan weng amazing introductory blog - https://lilianweng.github.io/lil-log/...
5.A Simple Framework for Contrastive Learning of Visual Representations - https://arxiv.org/pdf/2002.05709.pdf
6.UNSUPERVISED REPRESENTATION LEARNING BY PREDICTING IMAGE ROTATIONS - https://arxiv.org/pdf/1803.07728.pdf