图书标签: 机器学习 machine_learning 计算机科学 计算机 英文原版 统计学习 数据挖掘 智能
发表于2024-12-25
Introduction to Machine Learning pdf epub mobi txt 电子书 下载 2024
The goal of machine learning is to program computers to use example data or past experience to solve a given problem. Many successful applications of machine learning exist already, including systems that analyze past sales data to predict customer behavior, recognize faces or spoken speech, optimize robot behavior so that a task can be completed using minimum resources, and extract knowledge from bioinformatics data. Introduction to Machine Learning is a comprehensive textbook on the subject, covering a broad array of topics not usually included in introductory machine learning texts. It discusses many methods based in different fields, including statistics, pattern recognition, neural networks, artificial intelligence, signal processing, control, and data mining, in order to present a unified treatment of machine learning problems and solutions. All learning algorithms are explained so that the student can easily move from the equations in the book to a computer program. The book can be used by advanced undergraduates and graduate students who have completed courses in computer programming, probability, calculus, and linear algebra. It will also be of interest to engineers in the field who are concerned with the application of machine learning methods.<br /> <br /> After an introduction that defines machine learning and gives examples of machine learning applications, the book covers supervised learning, Bayesian decision theory, parametric methods, multivariate methods, dimensionality reduction, clustering, nonparametric methods, decision trees, linear discrimination, multilayer perceptrons, local models, hidden Markov models, assessing and comparing classification algorithms, combining multiple learners, and reinforcement learning.
要是能看完就是奇迹了,我真是太堕落了。
评分这本书是理论派的,也正是从这本书开始,我特别喜欢看数学表达式来表达算法的核心思想。该书走马观花式地把人工智能相关的话题讲了个遍,在学术派别方面作者也用比较中立的态度。
评分要是能看完就是奇迹了,我真是太堕落了。
评分要是能看完就是奇迹了,我真是太堕落了。
评分比起PRML来说,这本书显得有些简略。可以作为学习机器学习的outline,边学习边查找详细的资料。
最近一直在看Duda 英文版的模式分类,看的很头痛,在图书馆碰到了这本书,可以用来增加自信,感觉这本书的很多方面很Duda的书很相似,甚至好多内容直接就是引用的Duda的书,内容过于精简,不过好处是可能出书的时间比较晚,提到了很多Duda的书里面没有的比较前沿的知识。 确实...
评分最近一直在看Duda 英文版的模式分类,看的很头痛,在图书馆碰到了这本书,可以用来增加自信,感觉这本书的很多方面很Duda的书很相似,甚至好多内容直接就是引用的Duda的书,内容过于精简,不过好处是可能出书的时间比较晚,提到了很多Duda的书里面没有的比较前沿的知识。 确实...
Introduction to Machine Learning pdf epub mobi txt 电子书 下载 2024