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portada Explanatory Model Analysis: Explore, Explain, and Examine Predictive Models (Chapman & Hall (in English)
Type
Physical Book
Year
2021
Language
English
Pages
324
Format
Hardcover
ISBN13
9780367135591
Edition No.
1

Explanatory Model Analysis: Explore, Explain, and Examine Predictive Models (Chapman & Hall (in English)

Przemyslaw Biecek; Tomasz Burzykowski (Author) · · Hardcover

Explanatory Model Analysis: Explore, Explain, and Examine Predictive Models (Chapman & Hall (in English) - Przemyslaw Biecek; Tomasz Burzykowski

Physical Book

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Synopsis "Explanatory Model Analysis: Explore, Explain, and Examine Predictive Models (Chapman & Hall (in English)"

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.

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All books in our catalog are Original.
The book is written in English.
The binding of this edition is Hardcover.

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