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Statistical Rethinking course at MPI-EVA from Dec 2018 through Feb 2019

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Statistical Rethinking: A Bayesian Course Using R and Stan

Winter 2018

Instructor: Richard McElreath

Location: Max Planck Institute for Evolutionary Anthropology, 4th floor seminar room

When: 10am-11am Mondays & Fridays (see calendar below)

Text: Statistical Rethinking, 1st ed and 2nd ed draft chapters http://xcelab.net/rm/statistical-rethinking/

Materials: Located in this repository

Calendar & Topical Outline

Dec 3/7: The Golem of Prague (Modeling and probability theory)

Dec 10/14: Geocentric Models (Regression 1)

Jan 7/11: Spurious Waffles & Causal Terror (Regression 2)

Jan 14/18: Ulysses Compass (Overfitting and information criteria)

Jan 21/25: Conditional Manatees (Interactions)

Jan 28/Feb 1: Markov chain Monte Carlo / Maximum entropy & GLMs

Feb 4/8: Generalized Linear Models

Feb 11/15: Models with Memory (Multilevel models 1)

Feb 18/22: Adventures in Covariance (Multilevel models 2)

Feb 25/Mar 1: Missing Values & Measurement Error / Generalized Linear Madness (models beyond the GLM(M) framework)

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Statistical Rethinking course at MPI-EVA from Dec 2018 through Feb 2019

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