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Explanatory Model Analysis

- Explore, Explain, and Examine Predictive Models
Af: Przemyslaw Biecek, Tomasz Burzykowski Engelsk Paperback

Explanatory Model Analysis

- Explore, Explain, and Examine Predictive Models
Af: Przemyslaw Biecek, Tomasz Burzykowski Engelsk Paperback
Tjek vores konkurrenters priser

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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Tjek vores konkurrenters priser

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.

Produktdetaljer
Sprog: Engelsk
Sider: 324
ISBN-13: 9780367693923
Indbinding: Paperback
Udgave:
ISBN-10: 0367693925
Udg. Dato: 26 sep 2022
Længde: 20mm
Bredde: 235mm
Højde: 155mm
Forlag: Taylor & Francis Ltd
Oplagsdato: 26 sep 2022
Forfatter(e) Przemyslaw Biecek, Tomasz Burzykowski


Kategori Økonometri og økonomisk statistik


ISBN-13 9780367693923


Sprog Engelsk


Indbinding Paperback


Sider 324


Udgave


Længde 20mm


Bredde 235mm


Højde 155mm


Udg. Dato 26 sep 2022


Oplagsdato 26 sep 2022


Forlag Taylor & Francis Ltd

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