Bayesian Modeling Computation Python by Martin Osvaldo (22 results)
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Published by Chapman and Hall/CRC, 2021
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Published by Chapman and Hall/CRC, Boca Raton, 2021
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Published by Chapman and Hall/CRC, 2021
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Published by Taylor & Francis Ltd, London, 2021
Series: Book 92 of 59 - Chapman & Hall/CRC Texts in Statistical Science
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Hardcover. Condition: new. Hardcover. Bayesian Modeling and Computation in Python aims to help beginner Bayesian practitioners to become intermediate modelers. It uses a hands on approach with PyMC3, Tensorflow Probability, ArviZ and other libraries focusing on the practice of applied statistics with references to the underlying… mathematical theory.The book starts with a refresher of the Bayesian Inference concepts. The second chapter introduces modern methods for Exploratory Analysis of Bayesian Models. With an understanding of these two fundamentals the subsequent chapters talk through various models including linear regressions, splines, time series, Bayesian additive regression trees. The final chapters include Approximate Bayesian Computation, end to end case studies showing how to apply Bayesian modelling in different settings, and a chapter about the internals of probabilistic programming languages. Finally the last chapter serves as a reference for the rest of the book by getting closer into mathematical aspects or by extending the discussion of certain topics.This book is written by contributors of PyMC3, ArviZ, Bambi, and Tensorflow Probability among other libraries. Bayesian Modeling and Computation in Python aims to help beginner Bayesian practitioners to become intermediate modelers. It uses a hands on approach with PyMC3, Tensorflow Probability, ArviZ and other libraries focusing on the practice of applied statistics with references to the underlying mathematical theory. Shipping may be from multiple locations in the US or from the UK, depending on stock availability.
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Published by Chapman and Hall/CRC, 2021
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Published by Chapman and Hall/CRC, 2021
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Published by Taylor & Francis Group, 2021
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Published by Taylor & Francis Ltd, 2021
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Published by Chapman and Hall/CRC, 2021
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Published by Chapman & Hall, 2021
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Published by Taylor & Francis Ltd, London, 2021
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Hardcover. Condition: new. Hardcover. Bayesian Modeling and Computation in Python aims to help beginner Bayesian practitioners to become intermediate modelers. It uses a hands on approach with PyMC3, Tensorflow Probability, ArviZ and other libraries focusing on the practice of applied statistics with references to the underlying… mathematical theory.The book starts with a refresher of the Bayesian Inference concepts. The second chapter introduces modern methods for Exploratory Analysis of Bayesian Models. With an understanding of these two fundamentals the subsequent chapters talk through various models including linear regressions, splines, time series, Bayesian additive regression trees. The final chapters include Approximate Bayesian Computation, end to end case studies showing how to apply Bayesian modelling in different settings, and a chapter about the internals of probabilistic programming languages. Finally the last chapter serves as a reference for the rest of the book by getting closer into mathematical aspects or by extending the discussion of certain topics.This book is written by contributors of PyMC3, ArviZ, Bambi, and Tensorflow Probability among other libraries. Bayesian Modeling and Computation in Python aims to help beginner Bayesian practitioners to become intermediate modelers. It uses a hands on approach with PyMC3, Tensorflow Probability, ArviZ and other libraries focusing on the practice of applied statistics with references to the underlying mathematical theory. Shipping may be from our Sydney, NSW warehouse or from our UK or US warehouse, depending on stock availability.
Language: English
Published by CRC Press, 2021
Series: Book 92 of 59 - Chapman & Hall/CRC Texts in Statistical Science
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Published by CRC Press, 2021
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Bayesian Modeling and Computation in Python
Osvaldo A. Martin (CONICET and Aalto University)|Ravin Kumar|Junpeng Lao
Language: English
Published by CRC Press, 2021
Series: Book 92 of 59 - Chapman & Hall/CRC Texts in Statistical Science
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Gebunden. Condition: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Osvaldo A. Martin is a Researcher at IMASL-CONICET in Argentina and the Department of Computer Science from Aalto University in Finland. He has a PhD in biophysics and structural bioinformatics. Over the yea…rs he has become increasingly interested.
Language: English
Published by Chapman & Hall, 2021
Series: Book 92 of 59 - Chapman & Hall/CRC Texts in Statistical Science
- Hardcover
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Language: English
Published by Chapman And Hall/CRC, 2021
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Buch. Condition: Neu. nach der Bestellung gedruckt Neuware - Printed after ordering - Bayesian Modeling and Computation in Python aims to help beginner Bayesian practitioners to become intermediate modelers. It uses a hands on approach with PyMC3, Tensorflow Probability, ArviZ and other libraries focusing on the practice of appl…ied statistics with references to the underlying mathematical theory.





