文件名称：Introduction+to+Machine+Learning+with+Applications+in+Information+Security 2018
文件大小：10.71MB
文件格式：ZIP
更新时间：2021-05-08 02:45:11
Machine Learning
For the past several years, I’ve been teaching a class on “Topics in Information Security.” Each time I taught this course, I’d sneak in a few more machine learning topics. For the past couple of years, the class has been turned on its head, with machine learning being the focus, and information security only making its appearance in the applications. Unable to find a suitable textbook, I wrote a manuscript, which slowly evolved into this book. In my machine learning class, we spend about two weeks on each of the major topics in this book (HMM, PHMM, PCA, SVM, and clustering). For each of these topics, about one week is devoted to the technical details in Part I, and another lecture or two is spent on the corresponding applications in Part II. The material in Part I is not easy—by including relevant applications, the material is reinforced, and the pace is more reasonable.
【文件预览】：
Introduction+to+Machine+Learning+with+Applications+in+Information+Security-CRC(2018).epub