Unleash the power and flexibility of the Bayesian framework About This Book • Simplify the Bayes process for solving complex statistical problems using Python; • Tutorial guide that will take the you through the journey of Bayesian analysis with the help of sample problems and practice exercises; • Learn how and when to use Bayesian analysis in your applications with this guide. Who This Book Is For Students, researchers and data scientists who wish to learn Bayesian data analysis with Python and implement probabilistic models in their day to day projects. Programming experience with Python is essential. No previous statistical knowledge is assumed. What You Will Learn • Understand the essentials Bayesian concepts from a practical point of view • Learn how to build probabilistic models using the Python library PyMC3 • Acquire the skills to sanity-check your models and modify them if necessary • Add structure to your models and get the advantages of hierarchical models • Find out how