├── .DS_Store ├── .github └── workflows │ └── deploy.yml ├── .gitignore ├── CONDUCT.md ├── CONTRIBUTING.md ├── LICENSE ├── README.md ├── _config.yml ├── _toc.yml ├── code-first-ml.jpg ├── data ├── bml_norm_x.npy └── international-airline-passengers.csv ├── intro.md ├── notebooks ├── .DS_Store ├── 2019-08-20-gaussian-processes.ipynb ├── 2021-03-12-mlp.ipynb ├── 2021-03-23-GMM.ipynb ├── 2021-03-26-GMM-example.ipynb ├── 2021-03-27-Marginal-Likelihood.ipynb ├── 2021-05-16-practical-gp.ipynb ├── 20d-conditional-main.gif ├── 20d-conditional.gif ├── 20d.gif ├── 5d-conditional-1.gif ├── 5d.gif ├── active_learning │ ├── 2018-06-20-active-committee.ipynb │ ├── 2020-04-21-active-learning-with-bayesian-linear-regression.ipynb │ ├── 2022-03-06-maximal-expected-error-reduction.ipynb │ └── 2022_01_24_Query_by_Committee.ipynb ├── appendix_1_-_linear_algebra_for_ml │ ├── 2021-03-15-Positive-semi-definite.ipynb │ ├── 2021-03-15-determinant.ipynb │ ├── 2021-03-15-eigen.ipynb │ └── 2022-02-11-matrix.ipynb ├── appendix_2_-_stochastic_processes │ ├── 2021-03-17-Stationary-Time_Series.ipynb │ ├── 2021-03-19-stochastic-processes.ipynb │ └── 2021-03-23-Stationarity-stochastic-processes.ipynb ├── bayesian_ml │ ├── .ipynb_checkpoints │ │ ├── 2021-03-23-bayesian-ml-checkpoint.ipynb │ │ └── kde-az-sns-checkpoint.ipynb │ ├── 2021-03-23-bayesian-ml.ipynb │ ├── 2021-03-27-Marginal-Likelihood-2.ipynb │ ├── 2021-03-29-bayesian-model-selection.ipynb │ ├── 2021-03-31-derivation-of-marginal-likelihood.ipynb │ ├── 2021-04-14-bayesian-linear-regression.ipynb │ └── kde-az-sns.ipynb ├── bayesian_ml_with_julia │ └── 2021-09-01-Hello-Julia-Language.ipynb ├── bayesian_ml_with_pymc │ ├── 2021-03-11-blr-pymc.ipynb │ └── 2021-03-12-logistic-bayesian.ipynb ├── bayesian_ml_with_pyro │ ├── .ipynb_checkpoints │ │ ├── PPCA-checkpoint.ipynb │ │ ├── Untitled-checkpoint.ipynb │ │ ├── hmm-checkpoint.ipynb │ │ └── pyro-tutorial-checkpoint.ipynb │ ├── 2021-08-20-Bayesian.ipynb │ ├── 2022-02-20-condition-pyro.ipynb │ ├── 2022_02_17_pyro_linreg.ipynb │ ├── PPCA.ipynb │ ├── Untitled.ipynb │ ├── hmm.ipynb │ └── pyro-tutorial.ipynb ├── bayesian_ml_with_pytorch │ ├── 2022-02-09-pytorch-learn-normal.ipynb │ ├── 2022-02-11-pytorch-learn-normal-map.ipynb │ ├── 2022-02-14-logistic-regression.ipynb │ └── 2022-02-17-ppca.ipynb ├── bayesian_ml_with_tfp │ ├── .ipynb_checkpoints │ │ └── 2022-02-07-coin-toss-checkpoint.ipynb │ ├── 2022-01-26-tfp-distributions.ipynb │ ├── 2022-01-28-tfp-linear-regression.ipynb │ ├── 2022-02-05-lr.ipynb │ ├── 2022-02-05-simple-dgm.ipynb │ └── 2022-02-07-coin-toss.ipynb ├── calibration │ ├── .ipynb_checkpoints │ │ ├── calibration-checkpoint.ipynb │ │ └── calibration-regression-checkpoint.ipynb │ ├── calibration-regression.ipynb │ ├── calibration.ipynb │ └── reliability_diagrams.py ├── conditional-sigma-0-1.gif ├── conditional-sigma-0-7.gif ├── em │ └── 2014-06-01-em.ipynb ├── gans │ └── 2021-05-31-GAN.ipynb ├── gaussian_processes │ ├── .ipynb_checkpoints │ │ ├── pyro-binary-classification-checkpoint.ipynb │ │ ├── pyro-deep-gp-checkpoint.ipynb │ │ └── simulate-learn-params-checkpoint.ipynb │ ├── 2020-03-26-gp.ipynb │ ├── 2020-03-29-param-learning.ipynb │ ├── 2020-06-26-gp-understand.ipynb │ ├── 2021-03-16-GP-PyMC3.ipynb │ ├── 2021-03-17-lls-gp-pymc3.ipynb │ ├── 2021-04-15-LLS-GP.ipynb │ ├── 2021-04-15-deep-gp-from-scratch.ipynb │ ├── 2021-04-16-GP-vs-DeepGP.ipynb │ ├── 2021-04-16-ard-gp.ipynb │ ├── 2021-09-03-param-learning-sgd.ipynb │ ├── 2022-02-23-gp_rff.ipynb │ ├── pyro-binary-classification.ipynb │ ├── pyro-deep-gp.ipynb │ └── simulate-learn-params.ipynb ├── graphical_models │ └── 2022-02-15-draw-graphical-models.ipynb ├── hmms │ ├── 2013-06-01-hmm_simulate.ipynb │ └── 2013-07-01-hmm_continuous.ipynb ├── images │ ├── 0.1 │ │ ├── 0.jpg │ │ ├── 1.jpg │ │ ├── 10.jpg │ │ ├── 11.jpg │ │ ├── 12.jpg │ │ ├── 13.jpg │ │ ├── 14.jpg │ │ ├── 15.jpg │ │ ├── 16.jpg │ │ ├── 17.jpg │ │ ├── 18.jpg │ │ ├── 19.jpg │ │ ├── 2.jpg │ │ ├── 3.jpg │ │ ├── 4.jpg │ │ ├── 5.jpg │ │ ├── 6.jpg │ │ ├── 7.jpg │ │ ├── 8.jpg │ │ └── 9.jpg │ ├── 0.7 │ │ ├── 0.jpg │ │ ├── 1.jpg │ │ ├── 10.jpg │ │ ├── 11.jpg │ │ ├── 12.jpg │ │ ├── 13.jpg │ │ ├── 14.jpg │ │ ├── 15.jpg │ │ ├── 16.jpg │ │ ├── 17.jpg │ │ ├── 18.jpg │ │ ├── 19.jpg │ │ ├── 2.jpg │ │ ├── 3.jpg │ │ ├── 4.jpg │ │ ├── 5.jpg │ │ ├── 6.jpg │ │ ├── 7.jpg │ │ ├── 8.jpg │ │ └── 9.jpg │ ├── 20d │ │ ├── 0.jpg │ │ ├── 1.jpg │ │ ├── 10.jpg │ │ ├── 11.jpg │ │ ├── 12.jpg │ │ ├── 13.jpg │ │ ├── 14.jpg │ │ ├── 15.jpg │ │ ├── 16.jpg │ │ ├── 17.jpg │ │ ├── 18.jpg │ │ ├── 19.jpg │ │ ├── 2.jpg │ │ ├── 20.jpg │ │ ├── 21.jpg │ │ ├── 22.jpg │ │ ├── 23.jpg │ │ ├── 24.jpg │ │ ├── 25.jpg │ │ ├── 26.jpg │ │ ├── 27.jpg │ │ ├── 28.jpg │ │ ├── 29.jpg │ │ ├── 3.jpg │ │ ├── 30.jpg │ │ ├── 31.jpg │ │ ├── 32.jpg │ │ ├── 33.jpg │ │ ├── 34.jpg │ │ ├── 35.jpg │ │ ├── 36.jpg │ │ ├── 37.jpg │ │ ├── 38.jpg │ │ ├── 39.jpg │ │ ├── 4.jpg │ │ ├── 40.jpg │ │ ├── 41.jpg │ │ ├── 42.jpg │ │ ├── 43.jpg │ │ ├── 44.jpg │ │ ├── 45.jpg │ │ ├── 46.jpg │ │ ├── 47.jpg │ │ ├── 48.jpg │ │ ├── 49.jpg │ │ ├── 5.jpg │ │ ├── 6.jpg │ │ ├── 7.jpg │ │ ├── 8.jpg │ │ ├── 9.jpg │ │ ├── conditional-points │ │ │ ├── 1.jpg │ │ │ ├── 2.jpg │ │ │ ├── 3.jpg │ │ │ ├── 4.jpg │ │ │ ├── 5.jpg │ │ │ ├── 6.jpg │ │ │ ├── 7.jpg │ │ │ ├── 8.jpg │ │ │ └── 9.jpg │ │ └── conditional │ │ │ ├── 0.jpg │ │ │ ├── 1.jpg │ │ │ ├── 10.jpg │ │ │ ├── 11.jpg │ │ │ ├── 12.jpg │ │ │ ├── 13.jpg │ │ │ ├── 14.jpg │ │ │ ├── 15.jpg │ │ │ ├── 16.jpg │ │ │ ├── 17.jpg │ │ │ ├── 18.jpg │ │ │ ├── 19.jpg │ │ │ ├── 2.jpg │ │ │ ├── 20.jpg │ │ │ ├── 21.jpg │ │ │ ├── 22.jpg │ │ │ ├── 23.jpg │ │ │ ├── 24.jpg │ │ │ ├── 25.jpg │ │ │ ├── 26.jpg │ │ │ ├── 27.jpg │ │ │ ├── 28.jpg │ │ │ ├── 29.jpg │ │ │ ├── 3.jpg │ │ │ ├── 30.jpg │ │ │ ├── 31.jpg │ │ │ ├── 32.jpg │ │ │ ├── 33.jpg │ │ │ ├── 34.jpg │ │ │ ├── 35.jpg │ │ │ ├── 36.jpg │ │ │ ├── 37.jpg │ │ │ ├── 38.jpg │ │ │ ├── 39.jpg │ │ │ ├── 4.jpg │ │ │ ├── 40.jpg │ │ │ ├── 41.jpg │ │ │ ├── 42.jpg │ │ │ ├── 43.jpg │ │ │ ├── 44.jpg │ │ │ ├── 45.jpg │ │ │ ├── 46.jpg │ │ │ ├── 47.jpg │ │ │ ├── 48.jpg │ │ │ ├── 49.jpg │ │ │ ├── 5.jpg │ │ │ ├── 6.jpg │ │ │ ├── 7.jpg │ │ │ ├── 8.jpg │ │ │ └── 9.jpg │ ├── 5d │ │ ├── 0.jpg │ │ ├── 1.jpg │ │ ├── 10.jpg │ │ ├── 11.jpg │ │ ├── 12.jpg │ │ ├── 13.jpg │ │ ├── 14.jpg │ │ ├── 15.jpg │ │ ├── 16.jpg │ │ ├── 17.jpg │ │ ├── 18.jpg │ │ ├── 19.jpg │ │ ├── 2.jpg │ │ ├── 3.jpg │ │ ├── 4.jpg │ │ ├── 5.jpg │ │ ├── 6.jpg │ │ ├── 7.jpg │ │ ├── 8.jpg │ │ ├── 9.jpg │ │ └── conditional │ │ │ └── 1 │ │ │ ├── 0.jpg │ │ │ ├── 1.jpg │ │ │ ├── 10.jpg │ │ │ ├── 11.jpg │ │ │ ├── 12.jpg │ │ │ ├── 13.jpg │ │ │ ├── 14.jpg │ │ │ ├── 15.jpg │ │ │ ├── 16.jpg │ │ │ ├── 17.jpg │ │ │ ├── 18.jpg │ │ │ ├── 19.jpg │ │ │ ├── 2.jpg │ │ │ ├── 3.jpg │ │ │ ├── 4.jpg │ │ │ ├── 5.jpg │ │ │ ├── 6.jpg │ │ │ ├── 7.jpg │ │ │ ├── 8.jpg │ │ │ └── 9.jpg │ └── conditional │ │ ├── 0.1 │ │ ├── 0.jpg │ │ ├── 1.jpg │ │ ├── 10.jpg │ │ ├── 11.jpg │ │ ├── 12.jpg │ │ ├── 13.jpg │ │ ├── 14.jpg │ │ ├── 15.jpg │ │ ├── 16.jpg │ │ ├── 17.jpg │ │ ├── 18.jpg │ │ ├── 19.jpg │ │ ├── 2.jpg │ │ ├── 3.jpg │ │ ├── 4.jpg │ │ ├── 5.jpg │ │ ├── 6.jpg │ │ ├── 7.jpg │ │ ├── 8.jpg │ │ └── 9.jpg │ │ └── 0.7 │ │ ├── 0.jpg │ │ ├── 1.jpg │ │ ├── 10.jpg │ │ ├── 11.jpg │ │ ├── 12.jpg │ │ ├── 13.jpg │ │ ├── 14.jpg │ │ ├── 15.jpg │ │ ├── 16.jpg │ │ ├── 17.jpg │ │ ├── 18.jpg │ │ ├── 19.jpg │ │ ├── 2.jpg │ │ ├── 3.jpg │ │ ├── 4.jpg │ │ ├── 5.jpg │ │ ├── 6.jpg │ │ ├── 7.jpg │ │ ├── 8.jpg │ │ └── 9.jpg ├── information_theory │ ├── .DS_Store │ ├── .ipynb_checkpoints │ │ └── jensen-inequality-checkpoint.ipynb │ ├── jensen-inequality.ipynb │ └── kl-divergence.ipynb ├── introduction │ ├── .ipynb_checkpoints │ │ ├── linear-regression-checkpoint.ipynb │ │ ├── mle_coin-checkpoint.ipynb │ │ ├── pytree-lr-checkpoint.ipynb │ │ ├── simpson-checkpoint.ipynb │ │ ├── taylor-checkpoint.ipynb │ │ └── variational-checkpoint.ipynb │ ├── linear-regression.ipynb │ ├── mle_coin.ipynb │ ├── overall_penguin.png │ ├── pytree-lr.ipynb │ ├── simpson.ipynb │ ├── taylor.ipynb │ └── variational.ipynb ├── jax │ ├── .ipynb_checkpoints │ │ ├── introduction-jax-checkpoint.ipynb │ │ └── jaxopt-optax-checkpoint.ipynb │ ├── introduction-jax.ipynb │ └── jaxopt-optax.ipynb ├── linear_regression │ ├── .ipynb_checkpoints │ │ └── bias-variance-checkpoint.ipynb │ ├── 2022_02_21_coordinate_descent_failure.ipynb │ └── bias-variance.ipynb ├── mixture_models │ └── 2022-02-14-GMM.ipynb ├── ml_softwares │ ├── 2017-08-12-linear-regression-adagrad-vs-gd.ipynb │ └── 2022-02-09-autograd-pytorch-jax.ipynb ├── mlai.py ├── neural_networks │ ├── .ipynb_checkpoints │ │ ├── flax-blr-checkpoint.ipynb │ │ ├── flax-gaussian-mlp-checkpoint.ipynb │ │ └── grid-checkpoint.ipynb │ ├── 2018-01-13-denoising.ipynb │ ├── 2020-02-28-xor-relu-vector.ipynb │ ├── 2020-03-02-linear-scratch.ipynb │ ├── 2020-03-08-keras-neural-non-linear.ipynb │ ├── flax-blr.ipynb │ ├── flax-gaussian-mlp.ipynb │ └── grid.ipynb ├── others │ └── 2021-03-24-sigmoid.ipynb ├── probability │ ├── .ipynb_checkpoints │ │ ├── Likelihood-Log-Likelihood-checkpoint.ipynb │ │ ├── laplace-checkpoint.ipynb │ │ ├── mvn-introduction-checkpoint.ipynb │ │ ├── mvn-marginal-checkpoint.ipynb │ │ ├── pmf-checkpoint.ipynb │ │ ├── random-variable-checkpoint.ipynb │ │ ├── sample-space-checkpoint.ipynb │ │ ├── univariate-normal-checkpoint.ipynb │ │ └── univariate-normal-expectations-checkpoint.ipynb │ ├── Likelihood-Log-Likelihood.ipynb │ ├── Sample_Space_and_Random_Variables.ipynb │ ├── gaussian-integral-1.jpg │ ├── gaussian-integral-2.jpg │ ├── gaussian-integral-3.jpg │ ├── laplace.ipynb │ ├── mvn-introduction.ipynb │ ├── mvn-marginal.ipynb │ ├── pmf.ipynb │ ├── random-variable.ipynb │ ├── sample-space.ipynb │ ├── univariate-normal-expectations.ipynb │ └── univariate-normal.ipynb ├── recommender_systems │ ├── 2017-12-18-recommend-keras.ipynb │ └── 2017-12-29-neural-collaborative-filtering.ipynb ├── references │ └── references.md ├── sampling │ ├── .ipynb_checkpoints │ │ ├── Metropolis-Hastings-checkpoint.ipynb │ │ ├── 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