Module 13 - Siamese Networks and Representation Learning

Table of Contents

Siamese Networks and Representation Learning

0:57 Siamese networks for face recognition
4:21 Siamese architecture
6:09 Contrastive loss
11:23 Training siamese networks
14:26 Triplet architecture
15:00 Triplet loss
17:16 Training with triplet loss
17:45 Pytorch code
20:20 Hard negative sampling
22:55 Applications
31:00 N-pair loss
32:06 Histogram loss
33:35 Prototypical networks
36:10 Take-away

Slides and Notebook

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• notebook