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This book provides a highly practical introduction to Bayesian statistical modeling with Stan, which has become the most popular probabilistic programming language. The book is divided into four parts. The first part reviews the theoretical background of modeling and Bayesian inference and presents a modeling workflow that makes modeling more engineering than art. The second part discusses the use of Stan, CmdStanR, and CmdStanPy from the very beginning to basic regression analyses. The third part then introduces a number of probability distributions, nonlinear models, and hierarchical (multilevel) models, which are essential to mastering statistical modeling. It also describes a wide range ...
Since it was founded in 1991, British theatre company Stan's Cafe has garnered an international reputation for artistic innovation, and prolific, eclectic performance projects. Their work has toured nationally and internationally, with 2003's Of All The People In All The World having been performed in over fifty cities around the world. Embracing site-specific, immersive, durational, non-text-based as well as scripted work, Stan's Cafe's portfolio defies simple categorization. Running through all their work however is a collaborative devising process that champions a playful experimentation with form. Devising Theatre with Stan's Cafe reveals and reflects on their theatre-making process, pro...
Los Angeles news icon, Stan Chambers, steps out from behind the mic to talk about influential stories.