Models and training

Autoencoder

stable definition

Definition

An autoencoder learns an encoder and decoder together so input can be reconstructed through a constrained internal representation.

Distinguish it from nearby terms

A general encoder need not reconstruct its input; reconstruction is the defining training objective of an autoencoder.

Check your understanding

Ask what the bottleneck forces the representation to preserve or discard.