Deep Generative Modeling by Jakub M. Tomczak
English | PDF EPUB (True) | 2024 | 325 Pages | ISBN : 3031640861 | 56.5 MB
This first comprehensive book on models behind Generative AI has been thoroughly revised to cover all major classes of deep generative models: mixture models, Probabilistic Circuits, Autoregressive Models, Flow-based Models, Latent Variable Models, GANs, Hybrid Models, Score-based Generative Models, Energy-based Models, and Large Language Models. In addition, Generative AI Systems are discussed, demonstrating how deep generative models can be used for neural compression, among others.
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