eBook: Introduction to Optimization with Applications in Machine Learning and Data Analytics (DRM PDF)
 
電子書格式: DRM PDF
作者: Jeffrey Paul Wheeler 
系列: Textbooks in Mathematics
分類: Probability & statistics ,
Optimization ,
Applied mathematics ,
Automatic control engineering ,
Data capture & analysis ,
Machine learning  
書城編號: 27642371


售價: $1105.00

購買後立即進貨, 約需 1-4 天

 
 
製造商: CRC Press
出版日期: 2023/12/07
頁數: 453
ISBN: 9781003803591
 
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商品簡介
The primary goal of this text is a practical one. Equipping students with enough knowledge and creating an independent research platform, the author strives to prepare students for professional careers. Providing students with a marketable skill set requires topics from many areas of optimization. The initial goal of this text is to develop a marketable skill set for mathematics majors as well as for students of engineering, computer science, economics, statistics, and business. Optimization reaches into many different fields.This text provides a balance where one is needed. Mathematics optimization books are often too heavy on theory without enough applications; texts aimed at business students are often strong on applications, but weak on math. The book represents an attempt at overcoming this imbalance for all students taking such a course.The book contains many practical applications but also explains the mathematics behind the techniques, including stating definitions and proving theorems. Optimization techniques are at the heart of the first spam filters, are used in self-driving cars, play a great role in machine learning, and can be used in such places as determining a batting order in a Major League Baseball game. Additionally, optimization has seemingly limitless other applications in business and industry. In short, knowledge of this subject offers an individual both a very marketable skill set for a wealth of jobs as well as useful tools for research in many academic disciplines.Many of the problems rely on using a computer. Microsoft's Excel is most often used, as this is common in business, but Python and other languages are considered. The consideration of other programming languages permits experienced mathematics and engineering students to use MATLAB or Mathematica, and the computer science students to write their own programs in Java or Python.
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Jeffrey Paul Wheeler 作者作品表

An Introduction to Optimization with Applications in Machine Learning and Data Analytics (Hardcover)

eBook: Introduction to Optimization with Applications in Machine Learning and Data Analytics (DRM PDF)

eBook: Introduction to Optimization with Applications in Machine Learning and Data Analytics (DRM EPUB)

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