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probabilistic machine learning advanced topics by Kevin Murphy

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  • Date of Publisher ‏ : ‎ August 15, 2023
  • Language ‏ : ‎ English
  • Hardcover ‏ : ‎ 1360 pages
  • ISBN-10 ‏ : ‎ 0262048434
  • ISBN-13 ‏ : ‎ 978-0262048439
  • Format : pdf
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probabilistic machine learning advanced topics 9780262048439 ebook pdf

 

An advanced counterpart to Probabilistic Machine Learning: An Introduction, this high-level textbook provides researchers and graduate students detailed coverage of cutting-edge topics in machine learning, including deep generative modeling, graphical models, Bayesian inference, reinforcement learning, and causality. This volume puts deep learning into a larger statistical context and unifies approaches based on deep learning with ones based on probabilistic modeling and inference. With contributions from top scientists and domain experts from places such as Google, DeepMind, Amazon, Purdue University, NYU, and the University of Washington, this rigorous book is essential to understanding the vital issues in machine learning.

 

About the Author

Kevin P. Murphy is a Research Scientist at Google in Mountain View, California, where he works on artificial intelligence, machine learning, and Bayesian modeling.

 

 

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