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Bayesian analysis with Python : introduction to statistical modeling and probabilistic programming using PyMC3 and ArviZ /

By: Martin, Osvaldo [author.].
Publisher: Birmingham, UK : Packt Publishing, 2018Edition: Second edition.Description: 4 unnumbered pages, v, 341 pages : illustrations ; 24 cm.Content type: text Media type: unmediated Carrier type: volumeISBN: 9781789341652; 1789341655.Other title: Introduction to statistical modeling and probabilistic programming using PyMC3 and ArviZ.Subject(s): Python (Computer program language) | Natural language processing (Computer science) | Bayesian statistical decision theoryDDC classification: 005.133
Contents:
Preface -- Thinking probabilistically -- Programming probabilistically -- Modeling with linear regression -- Generalizing linear models -- Model comparison -- Mixture models -- Gaussian Processes -- Inference engines -- Where to go next?.
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Includes index.

Preface -- Thinking probabilistically -- Programming probabilistically -- Modeling with linear regression -- Generalizing linear models -- Model comparison -- Mixture models -- Gaussian Processes -- Inference engines -- Where to go next?.

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