Probabilistic Deep Learning is a hands-on guide to the principles that support neural networks. Learn to improve network performance with the right distribution

A detailed and up-to-date introduction to machine learning, presented through the unifying lens of probabilistic modeling and Bayesian decision theory. This boo

A comprehensive introduction to machine learning that uses probabilistic models and inference as a unifying approach. Today's Web-enabled deluge of electronic d

This book proposes probabilistic machine learning models that represent the hardware properties of the device hosting them. These models can be used to evaluate

A general framework for constructing and using probabilistic models of complex systems that would enable a computer to use available information for making deci