├── .env ├── .gitignore ├── 00_Overview.ipynb ├── 01_BasicInstallTests.ipynb ├── 10_DataEngineering.ipynb ├── 20_InitialDataAnalysis.ipynb ├── 30_BasicLinearRegression.ipynb ├── 31_BasicModelEvaluation.ipynb ├── 32_MoreModelEvaluation_PyMC3.ipynb ├── 40_HierarchicalLinearRegression.ipynb ├── 80_PoissonRegression.ipynb ├── 81_PoissonRegressionSneezes.ipynb ├── README.md ├── assets ├── css │ └── custom.css └── img │ ├── LaptopCooling03.png │ ├── appliedai-logo.png │ ├── bayesianmixer.png │ ├── continuum.png │ ├── getonwithit.jpg │ ├── github_pymc3.png │ ├── github_stan.png │ ├── mfr_unpooled_forestplot.png │ ├── parent_mfr_coeffs.png │ ├── ppc_outlierdetection.png │ ├── processchange_convrate.png │ ├── pymc3_logo.png │ ├── sneeze_counts.png │ └── stan_logo.png ├── conda_env_pymc3_vs_pystan.yml ├── convenience_functions.py ├── daft_plots.py ├── data ├── README_DATA.md └── car_emissions.db ├── hack_findmap.py ├── models └── README_MODELS.md ├── pip_install.sh └── traces └── 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