├── .gitignore ├── LICENSE ├── README.md ├── data ├── cty.dat ├── melanoma_data.py └── srrs2.dat ├── notebooks ├── 1. Introduction to PyMC3.ipynb ├── 2. Markov Chain Monte Carlo.ipynb ├── 3. Theano.ipynb ├── 4. Approximation Methods.ipynb ├── 5. Model Building with PyMC3.ipynb ├── 6. Model Checking.ipynb ├── a. BEST.ipynb ├── b. Multilevel Modeling.ipynb ├── c. Bayesian Neural Network.ipynb └── images │ ├── bayes_formula.png │ ├── binary_doubling.png │ ├── f.png │ ├── hmc.png │ └── nuts.png └── requirements.txt /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/PyMC3_Oslo/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/PyMC3_Oslo/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/PyMC3_Oslo/HEAD/README.md -------------------------------------------------------------------------------- /data/cty.dat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/PyMC3_Oslo/HEAD/data/cty.dat -------------------------------------------------------------------------------- /data/melanoma_data.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/PyMC3_Oslo/HEAD/data/melanoma_data.py -------------------------------------------------------------------------------- /data/srrs2.dat: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/fonnesbeck/PyMC3_Oslo/HEAD/data/srrs2.dat -------------------------------------------------------------------------------- /notebooks/1. 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