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商品コード: 9781600490064

Learning from Data

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書名

Learning From Data: A Short Course
著者・編者 Yaser S. Abu-Mostafa et al.-
出版社/発行元 AML Book
発行年/月 2012年3月
装丁 ハードカバー
ページ数/巻数 213 ページ
ISBN 978-1-60049-006-4
発送予定
海外倉庫よりお取り寄せ 3-5週間以内に発送致します

 

 

Book Highlights

 

  •     The fundamentals of Machine Learning; this is a short course, not a hurried course
  •     Clear story-like exposition of the ideas accessible to a wide range of readers from beginners to practitioners to experts
  •     Balanced treatment of the theoretical and the practical, the mathematical and the heuristic; in-depth discussion of (a) linear models (b) overfitting to stochastic and deterministic noise (c) regularization (d) generalization and the VC dimension
  •     Over 50 color illustrations; over 100 problems and exercises to supplement learning and to study more advanced topics

 

 

Contentsはこちら

 

 
Welcome Message from the Authors

 

Machine learning allows computational systems to adaptively improve their performance with experience accumulated from the observed data. Its techniques are widely applied in engineering, science, finance, and commerce. This book is designed for a short course on machine learning. It is a short course, not a hurried course. From over a decade of teaching this material, we have distilled what we believe to be the core topics that every student of the subject should know. We chose the title `learning from data' that faithfully describes what the subject is about, and made it a point to cover the topics in a story-like fashion. Our hope is that the reader can learn all the fundamentals of the subject by reading the book cover to cover.

Learning from data has distinct theoretical and practical tracks. In this book, we balance the theoretical and the practical, the mathematical and the heuristic. Our criterion for inclusion is relevance. Theory that establishes the conceptual framework for learning is included, and so are heuristics that impact the performance of real learning systems.

Learning from data is a very dynamic field. Some of the hot techniques and theories at times become just fads, and others gain traction and become part of the field. What we have emphasized in this book are the necessary fundamentals that give any student of learning from data a solid foundation, and enable him or her to venture out and explore further techniques and theories, or perhaps to contribute their own.

The authors are professors at California Institute of Technology (Caltech), Rensselaer Polytechnic Institute (RPI), and National Taiwan University (NTU), where this book is the main text for their popular courses on machine learning. The authors also consult extensively with financial and commercial companies on machine learning applications, and have led winning teams in machine learning competitions.

  
 

 

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