# Unsupervised

- Auto-encoder FCN
- Learns bottleneck (latent) representation
	- Information rich
	- $f(.)$ is CNN encoding function
![](../../../img/unsup-representation-learning.png)

# Supervised
- Triplet loss
	- Providing positive and negative requires supervision
- Two losses
![](../../../img/sup-representation-learning.png)