A Survey on Statistical Theory of Deep Learning: Approximation, Training Dynamics, and Generative Models.
Namjoon SuhGuang ChengPublished in: CoRR (2024)
Keyphrases
- deep learning
- deep belief networks
- generative model
- restricted boltzmann machine
- unsupervised learning
- probabilistic model
- discriminative learning
- discriminative models
- machine learning
- weakly supervised
- conditional random fields
- prior knowledge
- em algorithm
- mental models
- semi supervised
- training set
- topic models
- training examples
- image classification
- markov random field
- multi class
- hierarchical models
- bayesian networks