| Mon | Tue | Wed | Thu | Fri |
|---|---|---|---|---|
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2/1 |
2/2 |
2/3 Introduction to Bayesian Inference Rethinking 1 |
2/4 |
2/5 Conditional Probability tibble() |
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2/8 The Grid Method RMarkdown Rethinking 2 expand_grid(), mutate() |
2/9 |
2/10 More Grid Approximation Rethinking 2 function(), sum(), product(), purrr::map2_dbl() |
2/11 |
2/12 Prior and Posterior Sampling Rethinking 3 slice_sample(), rnorm() |
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2/15 Bayes and Beta Conjugate Priors beta_params(), gf_dist() |
2/16 |
2/17 Quadratic Approximation Rethinking 4 quap() |
2/18 |
2/19 Posterior sampling for average and individual response Rethinking 4.3 link(), sim() |
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2/22 Polynomial Regression Rethinking 4.5 |
2/23 |
2/24 B-splines in Regression Rethinking 4.5 |
2/25 |
2/26 A model start to finish Rethinking 4 |
|
3/1 Multiple Predictors Spureous Association Rethinking 5.1 |
3/2 |
3/3 Categorical Predictors Masking Rethinking 5.2-3 |
3/4 Advising Day |
3/5 Odds and Ends Rethinking 5 |
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3/8 Test 1 |
3/9 |
3/10 Metropolis Algorithm Rethinking 9 |
3/11 |
3/12 Metropolis Algorithm Rethinking 9 |
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3/15 Metropolis Algorithm Rethinking 9 |
3/16 |
3/17 Gibbs Sampling and HMC Rethinking 9 |
3/18 |
3/19 Multicollinearity Fitting models with Stan Rethinking 6 ulam(), stan(), mcmc_areas(), mcmc_pairs(), diag_mcmc(), etc. |
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3/22 Post-Treatment Bias and DAGs Rethinking 6.2 |
3/23 Advising Day |
3/24 Collider Bias Rethinking 6.3 |
3/25 |
3/26 Confronting Confounding Rethinking 6.4 |
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3/29 Interaction Rethinking 8 |
3/30 |
3/31 Interaction Rethinking 8 |
4/1 |
4/2 R2 and its deficiencies Rethinking |
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4/5 Test 2 |
4/6 |
4/7 PSIS and WAIC Rethinking 7 Entropy |
4/8 |
4/9 Comparing Models Rethinking 7 Comparing Models |
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4/12 Logistic Regression and GLMs Rethinking 11.1 Logistic Regression |
4/13 |
4/14 Advising Day |
4/15 |
4/16 Logistic Regression Rethinking 11.1 Logistic Regression More Logistic Regression |
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4/19 Hierarchical Models Partial Pooling Rethinking 13.2 More Logistic Regression Tadpoles |
4/20 |
4/21 Multilevel Models and Stan Rethiking 13.3-4 Tadpoles Chimpanzees |
4/22 |
4/23 Reparameterization link() and sim() revisited Rethinking 13.4 Chimpanzees |
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4/26 Measurement Error Rubin’s 8 Schools Rethinking 15.1 8 Schools |
4/27 |
4/28 Another multilevel example brms Radon brm() |
4/29 |
4/30 Preflight Checklist Preflight Checklist |
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5/3 Test 3 |
5/4 |
5/5 Last Day of Class |
5/6 |
5/7 Study Day |
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5/10 |
5/11 Final Exam @ 9am |