Introduction to Predictive Learning pdf epub mobi txt 电子书下载 2024

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Vladimir Cherkassky

Springer

2010-05

395

USD 99.00

Hardcover

9781441902580

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发表于2024-11-29

Introduction to Predictive Learning epub 下载 mobi 下载 pdf 下载 txt 电子书下载 2024

Introduction to Predictive Learning pdf epub mobi txt 电子书下载 2024

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This textbook offers a non-mathematical approach to predictive learning, emphasizing methodology and principles. It describes conceptual and philosophical aspects of predictive learning, exploring constructive learning algorithms in a coherent framework. The book includes: concepts, such as complexity control, generalization, and basic modeling approaches;philosophical principles of statistical estimation and machine learning;a presentation of statistical learning theory, a framework for learning algorithms;data-analytic methods; neural network and machine learning methodsnon-standard learning methodologies and their SVM-like mathematical description.This book provides a solid methodologies and practical applications for students and practitioners alike. Exercises range from trivial programming to open-ended research questions. Supplemental material includes a solutions manual, lecture slides, data sets, software implementation, and MATLAB scripts.

Introduction to Predictive Learning 下载 mobi epub pdf txt 电子书