├── .gitignore ├── LICENSE ├── README.md ├── data ├── cty.dat ├── melanoma_data.py ├── nashville_precip.txt ├── radon.csv ├── srrs2.dat └── vlbw.csv ├── environment.yml └── notebooks ├── 0. Basic Bayesian Inference.ipynb ├── 1. Introduction to PyMC3.ipynb ├── 2. Markov Chain Monte Carlo.ipynb ├── 3. Model Building with PyMC3.ipynb ├── 4. Case Studies.ipynb ├── 5. Model Checking.ipynb ├── 6. Hierarchical Models.ipynb ├── 7. Approximation Methods.ipynb └── images ├── 123.png ├── bayes.png ├── bayes_formula.png ├── binary_doubling.png ├── f.png ├── fisher.png ├── hmc.png ├── ivh.gif ├── nuts.png ├── prob_model.png ├── radon_entry.jpg └── test_stats.png /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/PyMC3_EUSS/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/PyMC3_EUSS/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/PyMC3_EUSS/HEAD/README.md -------------------------------------------------------------------------------- /data/cty.dat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/PyMC3_EUSS/HEAD/data/cty.dat -------------------------------------------------------------------------------- /data/melanoma_data.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/PyMC3_EUSS/HEAD/data/melanoma_data.py -------------------------------------------------------------------------------- /data/nashville_precip.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/PyMC3_EUSS/HEAD/data/nashville_precip.txt -------------------------------------------------------------------------------- /data/radon.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/PyMC3_EUSS/HEAD/data/radon.csv -------------------------------------------------------------------------------- /data/srrs2.dat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/PyMC3_EUSS/HEAD/data/srrs2.dat -------------------------------------------------------------------------------- /data/vlbw.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/PyMC3_EUSS/HEAD/data/vlbw.csv -------------------------------------------------------------------------------- /environment.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/PyMC3_EUSS/HEAD/environment.yml -------------------------------------------------------------------------------- /notebooks/0. 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