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PyMC by Example =============== This repository includes example applications of PyMC as IPython Notebooks. Browse them online here: http://nbviewer.ipython.org/github/aflaxman/pymc-examples/tree/master/ Contents -------- pymc_and_pandas: example of using pandas.Series and pandas.DataFrame as pymc Stochastic and Deterministics negative_binomial_dist: an exploration of how pymc parameterizes the negative binomial distribution function_maximization: a simple example of using pymc.MAP to optimize a function of 3 variables. gibbs_for_uniform_ball: a simple example of subclassing pymc.Gibbs and using it to sample uniformly from the unit ball in n-dimensions seeds_re_logistic_regression: a random effects logistic regression for seed growth, made famous as an example for BUGS gp_derivative_constraints: an approximation to putting bounds on derivatives of Gaussian Processes