├── .gitignore ├── C1 ├── L12_linear_regression.ipynb ├── L4_plotting_bernoully_likelihood.ipynb ├── L5_probability_distributions.ipynb ├── L7_bernoulli_binomial.ipynb └── README.md ├── C2 ├── L10_poisson_regression.ipynb ├── L11A_hierarchical_modelling.ipynb ├── L11B_hierarchical_modelling_linear_regression.ipynb ├── L11H_mixture_models.ipynb ├── L3A_markov_chains.ipynb ├── L3B_monte_carlo.ipynb ├── L4A_metropolis_hastings.ipynb ├── L4B_personnel_example_pymc3.ipynb ├── L5_gibbs_sampler.ipynb ├── L6_assesing_convergence.ipynb ├── L7_linear_regression.ipynb ├── L9_logistic_regression.ipynb ├── README.md ├── data │ ├── cookies.dat │ └── mixture.csv └── linear_regression_custom.ipynb ├── C3 ├── L10_bayesian_information_criteria.ipynb ├── L2_mixture_gaussians.ipynb ├── L3_mixture_models_sampling.ipynb ├── L4A_expectation_maximization.ipynb ├── L4B_expectation_maximization.ipynb ├── L5A_bayesian_expectation_maximization.ipynb ├── L5B_bayesian_expectation_maximization.ipynb ├── L6_density_estimation.ipynb ├── L7_clustering_with_mixture_models.ipynb ├── L8_classification_with_mixture_models.ipynb ├── L9_numerical_stability.ipynb └── README.md ├── LICENSE ├── README.md ├── assets ├── logpost.png └── posterior.png ├── requirements.txt └── utils ├── __init__.py └── plot_lib.py /.gitignore: -------------------------------------------------------------------------------- 1 | __pycache__/ 2 | -------------------------------------------------------------------------------- /C1/L12_linear_regression.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MikeS96/bayes_statististics/HEAD/C1/L12_linear_regression.ipynb -------------------------------------------------------------------------------- /C1/L4_plotting_bernoully_likelihood.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MikeS96/bayes_statististics/HEAD/C1/L4_plotting_bernoully_likelihood.ipynb -------------------------------------------------------------------------------- /C1/L5_probability_distributions.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MikeS96/bayes_statististics/HEAD/C1/L5_probability_distributions.ipynb -------------------------------------------------------------------------------- /C1/L7_bernoulli_binomial.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/MikeS96/bayes_statististics/HEAD/C1/L7_bernoulli_binomial.ipynb -------------------------------------------------------------------------------- /C1/README.md: -------------------------------------------------------------------------------- 1 | # 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