├── .gitignore ├── 01_probability_basics.ipynb ├── 01_probability_exercises.ipynb ├── 02_numpy_pandas_sklearn ├── 021_numpy.ipynb ├── 021_numpy_exercises.ipynb ├── 022_pandas.ipynb ├── 022_pandas_exercises.ipynb ├── 023_scikit_learn.ipynb └── 023_scikit_learn_exercise.ipynb ├── 03_intro_to_pyro.ipynb ├── 03_pyro_basics_exercises_solved.ipynb ├── 04_exact_inference.ipynb ├── 05_HMM.ipynb ├── 06_bayesian_regression.ipynb ├── 07_sampling.ipynb ├── 08_EM.ipynb ├── 09_VI.ipynb ├── 09_exercise.ipynb ├── 10_BNN.ipynb ├── 11_gaussian_processes.ipynb ├── Homeworks ├── Homework_1.ipynb └── Homework_2.ipynb ├── README.md ├── data ├── ADSAI_football.csv ├── em.csv ├── em.npy ├── logistic_regression_data.npz ├── vi_regression.csv └── weatherSydney.csv ├── imgs ├── EM1.png ├── PGM.png ├── factor2.png ├── factor_example.png ├── factor_graph.png ├── forloop.png ├── hmm.png ├── mood.png ├── nested_plates.svg ├── plate_vec.png └── plateloop.png └── methods_07.py /.gitignore: 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