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Explanatory Model Analysis: Explore, Explain, and Examine Predictive Models

DESCRIPTION

(Chapman & Hall/CRC Data Science Series) 1st Edition 

by Przemyslaw Biecek (Author), Tomasz Burzykowski (Author) 

Explanatory Model Analysis Explore, Explain and Examine Predictive Models is a set of methods and tools designed to build better predictive models and to monitor their behaviour in a changing environment. Today, the true bottleneck in predictive modelling is neither the lack of data, nor the lack of computational power, nor inadequate algorithms, nor the lack of flexible models. It is the lack of tools for model exploration (extraction of relationships learned by the model), model explanation (understanding the key factors influencing model decisions) and model examination (identification of model weaknesses and evaluation of model's performance). This book presents a collection of model agnostic methods that may be used for any black-box model together with real-world applications to classification and regression problems.

DETAILS:

Year: 2021
Pages: 327
Language: English
Format: PDF
Size: 18 MB
Publisher: Chapman and Hall/CRC
ISBN-10: 0367135590, 0367693923
ISBN-13: 978-0367135591, 978-0367693923
ASIN: B08SCD3WB8
Tag: Download Book Explanatory Model Analysis: Explore, Explain, and Examine Predictive Models