├── .gitignore ├── LICENSE ├── README.md └── models ├── bayesian ├── bayesian_linear_regression.py ├── distilled_sgld_cls.py ├── gmm_gibbs.py ├── gmm_variational.py ├── gmm_variational_1d.py ├── ktm_gibbs.py ├── lda_collapsed_gibbs.py ├── lda_gibbs.py └── lda_variational.py ├── bayesian_nonparametric ├── crp.py ├── dpgmm_gibbs.py ├── gaussian_process.py ├── ibp.py └── stick_breaking.py └── others ├── gmm.py ├── linear_regression.py └── linreg_mixture.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/wiseodd/probabilistic-models/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/wiseodd/probabilistic-models/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/wiseodd/probabilistic-models/HEAD/README.md -------------------------------------------------------------------------------- /models/bayesian/bayesian_linear_regression.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/wiseodd/probabilistic-models/HEAD/models/bayesian/bayesian_linear_regression.py -------------------------------------------------------------------------------- /models/bayesian/distilled_sgld_cls.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/wiseodd/probabilistic-models/HEAD/models/bayesian/distilled_sgld_cls.py -------------------------------------------------------------------------------- /models/bayesian/gmm_gibbs.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/wiseodd/probabilistic-models/HEAD/models/bayesian/gmm_gibbs.py -------------------------------------------------------------------------------- /models/bayesian/gmm_variational.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/wiseodd/probabilistic-models/HEAD/models/bayesian/gmm_variational.py -------------------------------------------------------------------------------- /models/bayesian/gmm_variational_1d.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/wiseodd/probabilistic-models/HEAD/models/bayesian/gmm_variational_1d.py -------------------------------------------------------------------------------- /models/bayesian/ktm_gibbs.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/wiseodd/probabilistic-models/HEAD/models/bayesian/ktm_gibbs.py -------------------------------------------------------------------------------- /models/bayesian/lda_collapsed_gibbs.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/wiseodd/probabilistic-models/HEAD/models/bayesian/lda_collapsed_gibbs.py -------------------------------------------------------------------------------- /models/bayesian/lda_gibbs.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/wiseodd/probabilistic-models/HEAD/models/bayesian/lda_gibbs.py -------------------------------------------------------------------------------- /models/bayesian/lda_variational.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/wiseodd/probabilistic-models/HEAD/models/bayesian/lda_variational.py -------------------------------------------------------------------------------- /models/bayesian_nonparametric/crp.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/wiseodd/probabilistic-models/HEAD/models/bayesian_nonparametric/crp.py -------------------------------------------------------------------------------- /models/bayesian_nonparametric/dpgmm_gibbs.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/wiseodd/probabilistic-models/HEAD/models/bayesian_nonparametric/dpgmm_gibbs.py -------------------------------------------------------------------------------- /models/bayesian_nonparametric/gaussian_process.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/wiseodd/probabilistic-models/HEAD/models/bayesian_nonparametric/gaussian_process.py -------------------------------------------------------------------------------- /models/bayesian_nonparametric/ibp.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/wiseodd/probabilistic-models/HEAD/models/bayesian_nonparametric/ibp.py -------------------------------------------------------------------------------- /models/bayesian_nonparametric/stick_breaking.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/wiseodd/probabilistic-models/HEAD/models/bayesian_nonparametric/stick_breaking.py -------------------------------------------------------------------------------- /models/others/gmm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/wiseodd/probabilistic-models/HEAD/models/others/gmm.py -------------------------------------------------------------------------------- /models/others/linear_regression.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/wiseodd/probabilistic-models/HEAD/models/others/linear_regression.py -------------------------------------------------------------------------------- /models/others/linreg_mixture.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/wiseodd/probabilistic-models/HEAD/models/others/linreg_mixture.py --------------------------------------------------------------------------------