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Applied Predictive Modeling

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A comprehensive guide to the principles and practices of building robust predictive models. Tailored for practitioners and data scientists, the book blends theoretical foundations with practical applications across various domains, including healthcare, finance, and marketing. Covering essential topics such as data preprocessing, feature engineering, model evaluation, and advanced machine learning techniques, the book emphasizes real-world problem-solving with clear examples and R code implementations. This resource is indispensable for anyone aiming to master predictive analytics and develop models that drive actionable insights.

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Applied Predictive Modeling, Max Kuhn, Kjell Johnson

Sprache
Erscheinungsdatum
2013
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(Hardcover)
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Titel
Applied Predictive Modeling
Sprache
Englisch
Erscheinungsdatum
2013
Einband
Hardcover
Seitenzahl
600
ISBN10
1461468485
ISBN13
9781461468486
Reihe
Bewertung
4,4 von 5 Sternen
Beschreibung
A comprehensive guide to the principles and practices of building robust predictive models. Tailored for practitioners and data scientists, the book blends theoretical foundations with practical applications across various domains, including healthcare, finance, and marketing. Covering essential topics such as data preprocessing, feature engineering, model evaluation, and advanced machine learning techniques, the book emphasizes real-world problem-solving with clear examples and R code implementations. This resource is indispensable for anyone aiming to master predictive analytics and develop models that drive actionable insights.