周志华机器学习[Machine Learning]PDF电子书

周志华机器学习PDF电子书

分 类:AI电子书籍

作 者:aitools

演示地址:暂无

价格:免费

这是一本面向中文读者的机器学习教科书,为了使尽可能多的读者通过本书对机器学习有所了 解,作者试图尽可能少地使用数学知识.然而,少量的概率、统计、代数、优化、逻辑知识似乎不可 避 免 .因 此 ,本书更适合大学三年级以上的理工科本科生和研究生,以及具有类似背景的对机器学习 感兴趣的人士.为方便读者,本书附录给出了一些相关数学基础知识简介.

全书共16章,大体上可分为3 个部分:第 1 部分包括第1〜 3 章,介绍机器学习基础知识;第2 部 分包括第4 -1 0 章,介绍一些经典而常用的机器学习方法;第 3 部分包括第11〜 16章,介绍一些进阶 知 识 .前 3 章之外的后续各章均相对独立,读者可根据自己的兴趣和时间情况选择使用.根据课时情 况,一个学期的本科生课程可考虑讲授前9 章或前10章;研究生课程则不妨使用全书. 

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