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Waic and Wbic with Python Stan: 100 Exercises for Building Logic

Waic and Wbic with Python Stan: 100 Exercises for Building Logic

Paperback

Technology & EngineeringApplicationsGeneral Computers

ISBN10: 9819938406
ISBN13: 9789819938407
Publisher: Springer Nature
Published: Dec 21 2023
Pages: 242
Weight: 0.80
Height: 0.54 Width: 6.14 Depth: 9.21
Language: English
Master the art of machine learning and data science by diving into the essence of mathematical logic with this comprehensive textbook. This book focuses on the widely applicable information criterion (WAIC), also described as the Watanabe-Akaike information criterion, and the widely applicable Bayesian information criterion (WBIC), also described as the Watanabe Bayesian information criterion. The book expertly guides you through relevant mathematical problems while also providing hands-on experience with programming in Python and Stan. Whether you're a data scientist looking to refine your model selection process or a researcher who wants to explore the latest developments in Bayesian statistics, this accessible guide will give you a firm grasp of Watanabe Bayesian Theory.

The key features of this indispensable book include:

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General Computers