Archive for March, 2014

Free eBook: Bayesian Reasoning and Machine Learning

bayesian-learning-ebookWhile studying for the Coursera Machine Learning lecture I attended last year, my learning partner Dimitris L. recommended we should use the Bayesian Reasoning and Machine Learning book by Prof. David Barber as complementary literature. David Barber is currently a professor in Information Processing in the department of Computer Science UCL where he develops novel information processing schemes, mainly based on the application of probabilistic reasoning. As the title of the book suggests, it is all about the concepts and techniques behind Bayesian reasoning and machine learning:


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. Continue reading ‘Free eBook: Bayesian Reasoning and Machine Learning’