├── .gitignore ├── README.md ├── data ├── cancer.csv ├── cty.dat ├── radon.csv ├── srrs2.dat └── vlbw.csv ├── environment.yml ├── images ├── anaconda.png ├── anaconda_python.png ├── conda_activate.png ├── conda_create.png ├── conda_env.png ├── conda_install.png ├── conda_search.png └── conda_update.png └── notebooks ├── 1-Bayesian_Thinking.ipynb ├── 2-Bayesian_Computation.ipynb ├── 3-Evaluating_Hypotheses.ipynb ├── 4-Markov_Chain_Monte_Carlo.ipynb ├── 5-Hamiltoniam_Monte_Carlo.ipynb ├── 6-Multilevel_Modeling.ipynb ├── 7-Model-Checking.ipynb ├── 8-Model-Comparison.ipynb └── images ├── 123.png ├── bayes.png ├── bayes_formula.png ├── binary_doubling.png ├── can-of-worms.jpg ├── conditional.png ├── fisher.png ├── funnel_leapfrog.png ├── hemophilia.png ├── how_radon_enters.jpg ├── mixture_hmc.png ├── mixture_leapfrog.png ├── normal_hmc.png ├── normal_leapfrog.png ├── prob_model.png └── uturn.png /.gitignore: -------------------------------------------------------------------------------- 1 | /resources 2 | .DS_Store 3 | notebooks/.ipynb_checkpoints/ 4 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/bayes_tutorial_2019/HEAD/README.md -------------------------------------------------------------------------------- /data/cancer.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/bayes_tutorial_2019/HEAD/data/cancer.csv -------------------------------------------------------------------------------- /data/cty.dat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/bayes_tutorial_2019/HEAD/data/cty.dat -------------------------------------------------------------------------------- /data/radon.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/bayes_tutorial_2019/HEAD/data/radon.csv -------------------------------------------------------------------------------- /data/srrs2.dat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/bayes_tutorial_2019/HEAD/data/srrs2.dat -------------------------------------------------------------------------------- /data/vlbw.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/bayes_tutorial_2019/HEAD/data/vlbw.csv -------------------------------------------------------------------------------- /environment.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/bayes_tutorial_2019/HEAD/environment.yml -------------------------------------------------------------------------------- /images/anaconda.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/bayes_tutorial_2019/HEAD/images/anaconda.png -------------------------------------------------------------------------------- /images/anaconda_python.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/bayes_tutorial_2019/HEAD/images/anaconda_python.png -------------------------------------------------------------------------------- /images/conda_activate.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/bayes_tutorial_2019/HEAD/images/conda_activate.png -------------------------------------------------------------------------------- /images/conda_create.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/bayes_tutorial_2019/HEAD/images/conda_create.png -------------------------------------------------------------------------------- /images/conda_env.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/bayes_tutorial_2019/HEAD/images/conda_env.png -------------------------------------------------------------------------------- /images/conda_install.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/bayes_tutorial_2019/HEAD/images/conda_install.png -------------------------------------------------------------------------------- /images/conda_search.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/bayes_tutorial_2019/HEAD/images/conda_search.png -------------------------------------------------------------------------------- /images/conda_update.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/bayes_tutorial_2019/HEAD/images/conda_update.png -------------------------------------------------------------------------------- /notebooks/1-Bayesian_Thinking.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/bayes_tutorial_2019/HEAD/notebooks/1-Bayesian_Thinking.ipynb -------------------------------------------------------------------------------- /notebooks/2-Bayesian_Computation.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/bayes_tutorial_2019/HEAD/notebooks/2-Bayesian_Computation.ipynb -------------------------------------------------------------------------------- /notebooks/3-Evaluating_Hypotheses.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/bayes_tutorial_2019/HEAD/notebooks/3-Evaluating_Hypotheses.ipynb -------------------------------------------------------------------------------- /notebooks/4-Markov_Chain_Monte_Carlo.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/bayes_tutorial_2019/HEAD/notebooks/4-Markov_Chain_Monte_Carlo.ipynb -------------------------------------------------------------------------------- /notebooks/5-Hamiltoniam_Monte_Carlo.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/bayes_tutorial_2019/HEAD/notebooks/5-Hamiltoniam_Monte_Carlo.ipynb -------------------------------------------------------------------------------- /notebooks/6-Multilevel_Modeling.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/bayes_tutorial_2019/HEAD/notebooks/6-Multilevel_Modeling.ipynb -------------------------------------------------------------------------------- /notebooks/7-Model-Checking.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/bayes_tutorial_2019/HEAD/notebooks/7-Model-Checking.ipynb -------------------------------------------------------------------------------- /notebooks/8-Model-Comparison.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/bayes_tutorial_2019/HEAD/notebooks/8-Model-Comparison.ipynb -------------------------------------------------------------------------------- /notebooks/images/123.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/bayes_tutorial_2019/HEAD/notebooks/images/123.png -------------------------------------------------------------------------------- /notebooks/images/bayes.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/bayes_tutorial_2019/HEAD/notebooks/images/bayes.png -------------------------------------------------------------------------------- /notebooks/images/bayes_formula.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/bayes_tutorial_2019/HEAD/notebooks/images/bayes_formula.png -------------------------------------------------------------------------------- /notebooks/images/binary_doubling.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/bayes_tutorial_2019/HEAD/notebooks/images/binary_doubling.png -------------------------------------------------------------------------------- /notebooks/images/can-of-worms.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/bayes_tutorial_2019/HEAD/notebooks/images/can-of-worms.jpg -------------------------------------------------------------------------------- /notebooks/images/conditional.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/bayes_tutorial_2019/HEAD/notebooks/images/conditional.png -------------------------------------------------------------------------------- /notebooks/images/fisher.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/bayes_tutorial_2019/HEAD/notebooks/images/fisher.png -------------------------------------------------------------------------------- /notebooks/images/funnel_leapfrog.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/bayes_tutorial_2019/HEAD/notebooks/images/funnel_leapfrog.png -------------------------------------------------------------------------------- /notebooks/images/hemophilia.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/bayes_tutorial_2019/HEAD/notebooks/images/hemophilia.png -------------------------------------------------------------------------------- /notebooks/images/how_radon_enters.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/bayes_tutorial_2019/HEAD/notebooks/images/how_radon_enters.jpg -------------------------------------------------------------------------------- /notebooks/images/mixture_hmc.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/bayes_tutorial_2019/HEAD/notebooks/images/mixture_hmc.png -------------------------------------------------------------------------------- /notebooks/images/mixture_leapfrog.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/bayes_tutorial_2019/HEAD/notebooks/images/mixture_leapfrog.png -------------------------------------------------------------------------------- /notebooks/images/normal_hmc.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/bayes_tutorial_2019/HEAD/notebooks/images/normal_hmc.png -------------------------------------------------------------------------------- /notebooks/images/normal_leapfrog.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/bayes_tutorial_2019/HEAD/notebooks/images/normal_leapfrog.png -------------------------------------------------------------------------------- /notebooks/images/prob_model.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/bayes_tutorial_2019/HEAD/notebooks/images/prob_model.png -------------------------------------------------------------------------------- /notebooks/images/uturn.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/bayes_tutorial_2019/HEAD/notebooks/images/uturn.png --------------------------------------------------------------------------------