Introduction to Predictive Learning 在線電子書 pdf 下載 txt下載 epub 下載 mobi 下載 2024

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Vladimir Cherkassky 作者

Springer

譯者

2010-05 出版日期

395 頁數

USD 99.00 價格

Hardcover

叢書系列

9781441902580 圖書編碼

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發表於2024-11-08

Introduction to Predictive Learning 在線電子書 epub 下載 mobi 下載 pdf 下載 txt 下載 2024

Introduction to Predictive Learning 在線電子書 epub 下載 pdf 下載 mobi 下載 txt 下載 2024

Introduction to Predictive Learning 在線電子書 pdf 下載 txt下載 epub 下載 mobi 下載 2024

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Introduction to Predictive Learning 在線電子書 pdf 下載 txt下載 epub 下載 mobi 在線電子書下載

Introduction to Predictive Learning 在線電子書圖書描述

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.

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