February 2026 Course - Lesson 1: Autoencoders and Latent Space
AI Course
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898 documents. No vids.
Core papers:
Reducing the Dimensionality of Data with Neural Networks
Geoffrey Hinton, Ruslan Salakhutdinov, 2006Auto-Encoding Variational Bayes
Diederik Kingma, Max Welling, 2013 / 2014
Topics:
Encoder / decoder
Latent representations
Variational inference
Why latent space matters for image and video generation
Key concept:
image → encoder → latent → decoder → imageEngineering connection:
Stable Diffusion VAE
Video latent space
Why image editing is often done in latent space rather than pixel space