Bayesian Analysis with Python: Introduction to statistical modeling and probabilistic programming using PyMC3 and ArviZ, 2nd Edition
Language: English
Published by Packt Publishing, 2018
- Softcover
- New
Seller: Revaluation Books, Exeter, United KingdomRevaluation Books
AbeBooks seller since January 6, 2003
Condition: New
£ 45.66
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Add to basketItem description from seller
356 pages. 9.13x7.48x0.87 inches. In Stock. This item is printed on demand.
Seller Inventory # __1789341655
- Title
- Bayesian Analysis with Python: Introduction to statistical modeling and probabilistic programming using PyMC3 and ArviZ, 2nd Edition
- Author
- Osvaldo Martin
- Publisher
- Packt Publishing
- Publication year
- 2018
- Condition
- Brand New
- Binding
- Paperback
- Language
- English
- ISBN 10
- 1789341655
- ISBN 13
- 9781789341652
- Edition
- 2nd Edition
- Item weight
- 0.61 kilograms
Bayesian modeling with PyMC3 and exploratory analysis of Bayesian models with ArviZ
Key Features
- A step-by-step guide to conduct Bayesian data analyses using PyMC3 and ArviZ
- A modern, practical and computational approach to Bayesian statistical modeling
- A tutorial for Bayesian analysis and best practices with the help of sample problems and practice exercises.
Book Description
The second edition of Bayesian Analysis with Python is an introduction to the main concepts of applied Bayesian inference and its practical implementation in Python using PyMC3, a state-of-the-art probabilistic programming library, and ArviZ, a new library for exploratory analysis of Bayesian models.
The main concepts of Bayesian statistics are covered using a practical and computational approach. Synthetic and real data sets are used to introduce several types of models, such as generalized linear models for regression and classification, mixture models, hierarchical models, and Gaussian processes, among others.
By the end of the book, you will have a working knowledge of probabilistic modeling and you will be able to design and implement Bayesian models for your own data science problems. After reading the book you will be better prepared to delve into more advanced material or specialized statistical modeling if you need to.
What you will learn
- Build probabilistic models using the Python library PyMC3
- Analyze probabilistic models with the help of ArviZ
- Acquire the skills required to sanity check models and modify them if necessary
- Understand the advantages and caveats of hierarchical models
- Find out how different models can be used to answer different data analysis questions
- Compare models and choose between alternative ones
- Discover how different models are unified from a probabilistic perspective
- Think probabilistically and benefit from the flexibility of the Bayesian framework
Who this book is for
If you are a student, data scientist, researcher, or a developer looking to get started with Bayesian data analysis and probabilistic programming, this book is for you. The book is introductory so no previous statistical knowledge is required, although some experience in using Python and NumPy is expected.
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About the Author
"About the title" may belong to another edition of this title.
Revaluation Books
Exeter, United Kingdom
AbeBooks seller since January 6, 2003
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