ABSTRACT

Having reviewed basic statistics in the previous chapters, we now turn to the statistical background we need to understand the probability models that underlie simple statistical modeling techniques and some of the probabilistic machine learning methods. Although not all data analysis techniques and machine learning methods are based on statistical models, statistical models unify many of the basic machine learning techniques that we will encounter later in the book.