Generative models · MLD-0076
Autoencoder
A neural network trained to reconstruct an input through an encoded representation.
Original reference page · detailed expansion pending. Original definitions, examples, notes and citations are preserved below. New examples are illustrative, not benchmark results.
Original example
Compress observations into learned latent vectors.
Original caveat
Reconstruction ability does not ensure useful or interpretable features.
Context and aliases
Level: Foundational. Stages: Architecture · Training · Inference.
Tags: DL · Generative AI · Vision.
Aliases: AE.
Related concepts
Concepts linking here
Original references
- Denoising Diffusion Probabilistic Models ↗ · Consulted
- Deep Learning: online textbook ↗ · Consulted
- Flow Matching for Generative Modeling ↗ · Consulted
- Auto-Encoding Variational Bayes ↗ · Consulted
- Original reference URL ↗