Energy-Based Approaches to Representation Learning - Yann LeCun
Institute for Advanced Study via YouTube
Overview
Syllabus
Intro
How do humans and animals learn
Selfsupervised running
Video prediction
Building a predictor
The right framework
Thin plates
Energy functions
Energybased model
Latent variable model
Autoencoders
probabilistic modeling
highdimensional continuous spaces
sparse coding
sparse modeling
sparse autoencoder
linear decoder
convolutional
model predictive control
Taught by
Institute for Advanced Study