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Explanatory Model Analysis
- Explore, Explain, and Examine Predictive Models
Engelsk
Bogcover for Explanatory Model Analysis af Przemyslaw Biecek, Tomasz Burzykowski, 9780367693923
Specifikationer
Sprog:
Engelsk
Sider:
324
ISBN-13:
9780367693923
Indbinding:
Paperback
ISBN-10:
0367693925
Kategori:
Udg. Dato:
26 sep 2022
Størrelse i cm:
15,5 x 23,5 x 2,0
Oplagsdato:
26 sep 2022

Explanatory Model Analysis

- Explore, Explain, and Examine Predictive Models
Engelsk
Paperback 2022
Format:

Bog beskrivelse

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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Specifikationer
Sprog:
Engelsk
Sider:
324
ISBN-13:
9780367693923
Indbinding:
Paperback
ISBN-10:
0367693925
Kategori:
Udg. Dato:
26 sep 2022
Størrelse i cm:
15,5 x 23,5 x 2,0
Oplagsdato:
26 sep 2022
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