Machine learning methods extract value from vast data sets quickly and with modest resources. They are established tools in a wide range of industrial applications, including search engines, DNA sequencing, stock market analysis, and robot locomotion, and their use is spreading rapidly. People who know the methods have their choice of rewarding jobs. This hands-on text opens these opportunities to computer science students with modest mathematical backgrounds. It is designed for final-year undergraduates and master's students with limited background in linear algebra and calculus. Comprehensive and coherent, it develops everything from basic reasoning to advanced techniques within the framework of graphical models. Students learn more than a menu of techniques, they develop analytical and problem-solving skills that equip them for the real world. Numerous examples and exercises, both computer based and theoretical, are included in every chapter. Resources for students and instructors, including a MATLAB toolbox, are available online.
书的内容5星,书的作者7星。在作者的主页上有书籍的免费PDF链接,且是不断勘误的,从2007年一致持续到现在。地址如下:http://web4.cs.ucl.ac.uk/staff/D.Barber/pmwiki/pmwiki.php?n=Brml.Online 。
评分书的内容5星,书的作者7星。在作者的主页上有书籍的免费PDF链接,且是不断勘误的,从2007年一致持续到现在。地址如下:http://web4.cs.ucl.ac.uk/staff/D.Barber/pmwiki/pmwiki.php?n=Brml.Online 。
评分书的内容5星,书的作者7星。在作者的主页上有书籍的免费PDF链接,且是不断勘误的,从2007年一致持续到现在。地址如下:http://web4.cs.ucl.ac.uk/staff/D.Barber/pmwiki/pmwiki.php?n=Brml.Online 。
评分书的内容5星,书的作者7星。在作者的主页上有书籍的免费PDF链接,且是不断勘误的,从2007年一致持续到现在。地址如下:http://web4.cs.ucl.ac.uk/staff/D.Barber/pmwiki/pmwiki.php?n=Brml.Online 。
评分书的内容5星,书的作者7星。在作者的主页上有书籍的免费PDF链接,且是不断勘误的,从2007年一致持续到现在。地址如下:http://web4.cs.ucl.ac.uk/staff/D.Barber/pmwiki/pmwiki.php?n=Brml.Online 。
读过图模型的部分,也就是第一部分和第二部分
评分读过图模型的部分,也就是第一部分和第二部分
评分: TP181/B234
评分贝叶斯学派top1著作
评分很严谨。解释也很细致。唯一的缺点大概是...太沉
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