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In this talk, we will cover how to do Bayesian statistical analysis using Python and PyMC3. We will cover the most common statistical analysis tasks: parameter estimation and treatment comparison. Under each analysis task, we will cover two simple examples that illuminate key aspects of Bayesian data analysis.