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Benjamin T. Vincentdrbenvincent
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Batch remove pymc tags (#376)
* create truncated regression example * delete truncated regression example from main branch * create truncated regression example * delete truncated regression example from main branch * create truncated regression example * delete truncated regression example from main branch * fix incorrect statement about pm.NormalMixture * batch remove pymc and pymc3 tags Co-authored-by: Benjamin T. Vincent <[email protected]>
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examples/case_studies/BART_introduction.ipynb

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"(BART_introduction)=\n",
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"# Bayesian Additive Regression Trees: Introduction\n",
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":::{post} Dec 21, 2021\n",
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":tags: BART, Bayesian additive regression trees, non-parametric, regression\n",
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":tags: BART, Bayesian additive regression trees, non-parametric, regression \n",
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":category: intermediate, explanation\n",
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":author: Osvaldo Martin\n",
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":::"

examples/case_studies/BEST.ipynb

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"# Bayesian Estimation Supersedes the T-Test\n",
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"\n",
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":::{post} Jan 07, 2022\n",
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":tags: hypothesis testing, model comparison, pymc3.Deterministic, pymc3.Exponential, pymc3.Model, pymc3.Normal, pymc3.StudentT, pymc3.Uniform\n",
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":tags: hypothesis testing, model comparison, \n",
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":category: beginner\n",
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":author: Andrew Straw, Thomas Wiecki, Chris Fonnesbeck, Andrés suárez\n",
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":::"

examples/case_studies/blackbox_external_likelihood_numpy.ipynb

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"# Using a \"black box\" likelihood function (numpy)\n",
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"\n",
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":::{post} Dec 16, 2021\n",
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":tags: case study, external likelihood, pymc.Model, pymc.Normal, pymc.Potential, pymc.Uniform, pymc3.Model, pymc3.Normal, pymc3.Potential, pymc3.Uniform\n",
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":tags: case study, external likelihood, \n",
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":category: beginner\n",
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":author: Matt Pitkin, Jørgen Midtbø, Oriol Abril\n",
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":::\n",

examples/case_studies/factor_analysis.ipynb

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"# Factor analysis\n",
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"\n",
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":::{post} 19 Mar, 2022\n",
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":tags: factor analysis, matrix factorization, pca\n",
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":tags: factor analysis, matrix factorization, pca \n",
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":category: advanced, how-to\n",
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":author: Chris Hartl, Christopher Krapu, Oriol Abril-Pla\n",
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":::"

examples/case_studies/hierarchical_partial_pooling.ipynb

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"# Hierarchical Partial Pooling\n",
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"\n",
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":::{post} Oct 07, 2021\n",
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":tags: hierarchical model, pymc.Beta, pymc.Binomial, pymc.Deterministic, pymc.Exponential, pymc.Model, pymc.Uniform, pymc3.Beta, pymc3.Binomial, pymc3.Deterministic, pymc3.Exponential, pymc3.Model, pymc3.Uniform\n",
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":tags: hierarchical model, \n",
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":category: intermediate\n",
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":::"
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examples/case_studies/item_response_nba.ipynb

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"# NBA Foul Analysis with Item Response Theory\n",
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"\n",
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":::{post} Apr 17, 2022\n",
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":tags: hierarchical model, case study, generalized linear model\n",
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":tags: hierarchical model, case study, generalized linear model \n",
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":category: intermediate, tutorial\n",
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":author: Austin Rochford, Lorenzo Toniazzi\n",
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":::"

examples/case_studies/mediation_analysis.ipynb

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"# Bayesian mediation analysis\n",
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"\n",
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":::{post} February, 2022\n",
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":tags: mediation, path analysis, regression\n",
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":tags: mediation, path analysis, regression \n",
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":category: beginner\n",
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":author: Benjamin T. Vincent\n",
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":::\n",

examples/case_studies/moderation_analysis.ipynb

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"# Bayesian moderation analysis\n",
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"\n",
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":::{post} March, 2022\n",
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":tags: moderation, path analysis,\n",
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":tags: moderation, path analysis, \n",
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":category: beginner\n",
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":author: Benjamin T. Vincent\n",
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":::\n",

examples/case_studies/multilevel_modeling.ipynb

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"# A Primer on Bayesian Methods for Multilevel Modeling\n",
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"\n",
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":::{post} 27 February, 2022\n",
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":tags: hierarchical model, case study\n",
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":tags: hierarchical model, case study \n",
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":category: intermediate\n",
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":author: Chris Fonnesbeck, Colin Carroll, Alex Andorra, Oriol Abril, Farhan Reynaldo\n",
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":::"

examples/case_studies/probabilistic_matrix_factorization.ipynb

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"# Probabilistic Matrix Factorization for Making Personalized Recommendations\n",
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"\n",
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":::{post} Sept 20, 2021\n",
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":tags: case study, pymc3.Model, pymc3.MvNormal, pymc3.Normal\n",
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":tags: case study, \n",
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":category: intermediate\n",
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":::"
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