Deep Generative Modeling, 9783031640865
Hardcover
Unlock Generative AI: Master deep models, from GANs to Large Language Models.

Deep Generative Modeling

$136.49

  • Hardcover

    313 pages

  • Release Date

    11 September 2024

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Summary

Deep Generative Modeling: A Comprehensive Guide to Generative AI

This comprehensive book delves into the models that power Generative AI, thoroughly covering 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. It also explores Generative AI Systems, demonstrating how deep generative mode…

Book Details

ISBN-13:9783031640865
ISBN-10:3031640861
Author:Jakub M. Tomczak
Publisher:Springer International Publishing AG
Imprint:Springer International Publishing AG
Format:Hardcover
Number of Pages:313
Edition:2nd
Release Date:11 September 2024
Weight:680g
Dimensions:235mm x 155mm
About The Author

Jakub M. Tomczak

Jakub M. Tomczak is an associate professor and the head of the Generative AI group at the Eindhoven University of Technology (TU/e). Before joining the TU/e, he was an assistant professor at Vrije Universiteit Amsterdam, a deep learning researcher (Engineer, Staff) in Qualcomm AI Research in Amsterdam, a Marie Sklodowska-Curie individual fellow in Prof. Max Welling’s group at the University of Amsterdam, and an assistant professor and a postdoc at the Wroclaw University of Technology. His main research interests include ML, DL, deep generative modeling (GenAI), and Bayesian inference, with applications to image/text processing, Life Sciences, Molecular Sciences, and quantitative finance. He serves as an action editor of “Transactions of Machine Learning Research”, and an area chair of major AI conferences (e.g., NeurIPS, ICML, AISTATS). He is a program chair of NeurIPS 2024. He is the author of the book entitled “Deep Generative Modeling”, the first comprehensive book on Generative AI. He is also the founder of Amsterdam AI Solutions.

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