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Cover: 9788365291127 | The Hitchhiker's Guide to Responsible Machine Learning | Anna Kozak
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The Hitchhiker's Guide to Responsible Machine Learning
Interpretable and eXplainable Artificial Intelligence with examples in R
Taschenbuch von Przemys¿aw Biecek (u. a.)
Sprache: Englisch

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Beschreibung
This book is a unique entanglement of theory, examples and processes relevant to Responsible Machine Learning. You will find intuitions and examples for Interpretable Machine Learning (IML) and eXplainable Artificial Intelligence (XAI). Descriptions are supplemented by code snippets with examples for R with the use of randomForest, mlr3 and DALEX packages. Finally, the process is shown through a comic book describing the adventures of two characters, Beta and Bit. The interaction of these two shows the decisions that analysts often face, whether to try a different model, try another technique for exploration or look for other data -- questions like how to compare models or validate them.

All examples are fully reproducible so that one can replay all adventures on a local desktop.

Model development is a responsible and challenging task but also an exciting adventure. Sometimes textbooks focus only on the technical side, losing all the fun. Here we are going to have it all.
This book is a unique entanglement of theory, examples and processes relevant to Responsible Machine Learning. You will find intuitions and examples for Interpretable Machine Learning (IML) and eXplainable Artificial Intelligence (XAI). Descriptions are supplemented by code snippets with examples for R with the use of randomForest, mlr3 and DALEX packages. Finally, the process is shown through a comic book describing the adventures of two characters, Beta and Bit. The interaction of these two shows the decisions that analysts often face, whether to try a different model, try another technique for exploration or look for other data -- questions like how to compare models or validate them.

All examples are fully reproducible so that one can replay all adventures on a local desktop.

Model development is a responsible and challenging task but also an exciting adventure. Sometimes textbooks focus only on the technical side, losing all the fun. Here we are going to have it all.
Über den Autor
Supplementary materials are available at [...]
You will find there free flipbook, data and reproducible code snippets.
Details
Erscheinungsjahr: 2022
Fachbereich: Allgemeines
Genre: Importe, Wirtschaft
Rubrik: Recht & Wirtschaft
Medium: Taschenbuch
ISBN-13: 9788365291127
ISBN-10: 8365291126
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Biecek, Przemys¿aw
Kozak, Anna
Hersteller: Scientific Foundation SmarterPoland.pl
Verantwortliche Person für die EU: Books on Demand GmbH, In de Tarpen 42 In de Tarpen 42, D-22848 Norderstedt, info@bod.de
Maße: 297 x 210 x 4 mm
Von/Mit: Przemys¿aw Biecek (u. a.)
Erscheinungsdatum: 13.02.2022
Gewicht: 0,229 kg
Artikel-ID: 121364526
Über den Autor
Supplementary materials are available at [...]
You will find there free flipbook, data and reproducible code snippets.
Details
Erscheinungsjahr: 2022
Fachbereich: Allgemeines
Genre: Importe, Wirtschaft
Rubrik: Recht & Wirtschaft
Medium: Taschenbuch
ISBN-13: 9788365291127
ISBN-10: 8365291126
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Biecek, Przemys¿aw
Kozak, Anna
Hersteller: Scientific Foundation SmarterPoland.pl
Verantwortliche Person für die EU: Books on Demand GmbH, In de Tarpen 42 In de Tarpen 42, D-22848 Norderstedt, info@bod.de
Maße: 297 x 210 x 4 mm
Von/Mit: Przemys¿aw Biecek (u. a.)
Erscheinungsdatum: 13.02.2022
Gewicht: 0,229 kg
Artikel-ID: 121364526
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