Overview:Applied Predictive Modeling - Applied Predictive Modeling covers the overall predictive modeling process, beginning with the crucial steps of data preprocessing, data splitting and foundations of model tuning. The text then provides intuitive explanations of numerous common and modern regression and classification techniques, always with an emphasis on illustrating and solving real data problems. The text illustrates all parts of the modeling process through many hands-on, real-life examples, and every chapter contains extensive R code for each step of the process. This multi-purpose text can be used as an introduction to predictive models and the overall modeling process, a practitioner's reference handbook, or as a text for advanced undergraduate or graduate level predictive modeling courses.To that end, each chapter contains problem sets to help solidify the covered concepts and uses data available in the book's R package.This text is intended for a broad audience as both an introduction to predictive models as well as a guide to applying them. Non-mathematical readers will appreciate the intuitive explanations of the techniques while an emphasis on problem-solving with real data across a wide variety of applications will aid practitioners who wish to extend their expertise. Readers should have knowledge of basic statistical ideas, such as correlation and linear regression analysis. While the text is biased against complex equations, a mathematical background is needed for advanced topics.
This book is on page /88f0ff300130a9332bf7ee8997e69000/book/1603725711-9781461468486. It was written by the following authors: Max Kuhn, Kjell Johnson. Book Applied Predictive Modeling, which can be read online, published by the company: Springer-Verlag New York Inc.. Other books on similar topics can be found in sections: Science, Internet, Medicine, Technology, Computing. The book was published on 2018-03-30 00:00:00. It has 600 pages and is published in Hardback format and weight 1363 g. File for download Applied Predictive Modeling has PDF format and is called applied-predictive-modeling.pdf. Other books you can download below. Our nottedeiricercatoriaq.it site is not responsible for the content of PDF files.
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