Elements of Machine Learning pdf epub mobi txt 电子书 下载 2024


Elements of Machine Learning

简体网页||繁体网页
Pat Langley
Morgan Kaufmann
1995-9-15
419
$49.99
Hardcover
9781558603011

图书标签: 机器学习  科学  ml   


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发表于2024-11-24

Elements of Machine Learning epub 下载 mobi 下载 pdf 下载 txt 电子书 下载 2024

Elements of Machine Learning epub 下载 mobi 下载 pdf 下载 txt 电子书 下载 2024

Elements of Machine Learning pdf epub mobi txt 电子书 下载 2024



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Recent years have seen an explosion of work on machine learning, the computational study of algorithms that improve performance based on experience. Research on rule induction, neural networks, genetic algorithms, case-based reasoning, and probabilistic inference has produced a variety of robust methods for inducing knowledge from training data. This book covers the main induction algorithms explored in the literature and presents them within a coherent theoretical framework that moves beyond traditional paradigm boundaries.

Elements of Machine Learning provides a comprehensive introduction to the fundamental concepts and problems in the field. The book illustrates a variety of basic algorithms for inducing simple concepts from experience, presents alternatives for organizing learned concepts into large-scale structures, and discusses adaptations of the learning methods to more complex problem-solving tasks. The chapters describe these computational techniques in detail and give examples of their operation, along with exercises and references to the literature.

This text is suitable for use in graduate courses on machine learning. Researchers and students in artificial intelligence, cognitive science, and statistics will find it a useful and informative addition to their libraries.

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