Bayesian Modeling and Computation in Python

Released on by Osvaldo A. Martin
preview-18

  • Bayesian Modeling and Computation in Python Book Detail

  • Author : Osvaldo A. Martin
  • Release Date : 2021-12-28
  • Publisher : CRC Press
  • Genre : Computers
  • Pages : 420
  • ISBN 13 : 1000520048
  • File Size : 47,47 MB
DOWNLOAD BOOK

Bayesian Modeling and Computation in Python by Osvaldo A. Martin PDF Summary

Book Description: 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.

Disclaimer: www.yourbookbest.com does not own Bayesian Modeling and Computation in Python books pdf, neither created or scanned. We just provide the link that is already available on the internet, public domain and in Google Drive. If any way it violates the law or has any issues, then kindly mail us via contact us page to request the removal of the link.

Bayesian Modeling and Computation in Python

Bayesian Modeling and Computation in Python

File Size : 96,96 MB
Total View : 7054 Views
DOWNLOAD

Bayesian Modeling and Computation in Python aims to help beginner Bayesian practitioners to become intermediate modelers. It uses a hands on approach with PyMC3

Bayesian Analysis with Python

Bayesian Analysis with Python

File Size : 75,75 MB
Total View : 9520 Views
DOWNLOAD

Bayesian modeling with PyMC3 and exploratory analysis of Bayesian models with ArviZ Key FeaturesA step-by-step guide to conduct Bayesian data analyses using PyM

Bayesian Statistical Methods

Bayesian Statistical Methods

File Size : 28,28 MB
Total View : 7465 Views
DOWNLOAD

Bayesian Statistical Methods provides data scientists with the foundational and computational tools needed to carry out a Bayesian analysis. This book focuses o

Bayesian Analysis with Python

Bayesian Analysis with Python

File Size : 87,87 MB
Total View : 5210 Views
DOWNLOAD

Learn the fundamentals of Bayesian modeling using state-of-the-art Python libraries, such as PyMC, ArviZ, Bambi, and more, guided by an experienced Bayesian mod

Bayesian Data Analysis, Third Edition

Bayesian Data Analysis, Third Edition

File Size : 80,80 MB
Total View : 6904 Views
DOWNLOAD

Now in its third edition, this classic book is widely considered the leading text on Bayesian methods, lauded for its accessible, practical approach to analyzin