Informatics and Machine Learning:From Martingales to Metaheuristics

Informatics and Machine Learning:From Martingales to Metaheuristics
Author:Stephen Winters-Hilt
Publisher Finelybook 出版社:Wiley; 1st edition (January 6,2022)
Language 语言:English
pages 页数:592 pages
ISBN-10 书号:1119716748
ISBN-13 书号:9781119716747

Book Description
Informatics and Machine Learning
Discover a thorough exploration of how to use computational,algorithmic,statistical,and informatics methods to analyze digital data

Informatics and Machine Learning:From Martingales to Metaheuristics delivers an interdisciplinary presentation on how analyze any data captured in digital form. The book describes how readers can conduct analyses of text,general sequential data,experimental observations over time,stock market and econometric histories,or symbolic data,like genomes. It contains large amounts of sample code to demonstrate the concepts contained within and assist with various levels of project work.

The book offers a complete presentation of the mathematical underpinnings of a wide variety of forms of data analysis and provides extensive examples of programming implementations. It is based on two decades worth of the distinguished author’s teaching and industry experience.

A thorough introduction to probabilistic reasoning and bioinformatics,including Python shell scripting to obtain data counts,frequencies,probabilities,and anomalous statistics,or use with Bayes’ rule
An exploration of information entropy and statistical measures,including Shannon entropy,relative entropy,maximum entropy (maxent),and mutual information
A practical discussion of ad hoc,ab initio,and bootstrap signal acquisition methods,with examples from genome analytics and signal analytics

Perfect for undergraduate and graduate students in machine learning and data analytics programs,Informatics and Machine Learning:From Martingales to Metaheuristics will also earn a place in the libraries of mathematicians,engineers,computer scientists,and life scientists with an interest in those subjects


下载地址:

Informatics and Machine Learning 9781119716747.zip (访问密码:1024)

下载地址 Download隐藏内容需1积分,VIP免费,请先 !没有帐号? 注 册 一个!
觉得文章有用就打赏一下
未经允许不得转载:finelybook » Informatics and Machine Learning:From Martingales to Metaheuristics

评论 抢沙发

  • 昵称 (必填)
  • 邮箱 (必填)
  • 网址

觉得文章有用就打赏一下

非常感谢你的打赏,我们将继续给力更多优质内容,让我们一起创建更加美好的网络世界!

支付宝扫一扫打赏

微信扫一扫打赏