bayesian:
https://habrahabr.ru/company/yandex/blog/321434/
http://bayesiandeeplearning.org/

2021
https://serokell.io/blog/naive-bayes-classifiers
2020
https://towardsdatascience.com/bayes-rule-with-a-simple-and-practical-example-2bce3d0f4ad0
    https://habr.com/ru/post/598979/
https://nuancesprog.ru/p/10732/
https://distill.pub/2020/bayesian-optimization/
    !!!
2019
https://nuancesprog.ru/p/5511
https://habr.com/ru/company/otus/blog/473468/
https://machinelearningmastery.com/naive-bayes-classifier-scratch-python/
https://machinelearningmastery.com/what-is-bayesian-optimization/
https://machinelearningmastery.com/bayes-theorem-for-machine-learning/
https://dyakonov.org/2018/07/30/%d0%b1%d0%b0%d0%b9%d0%b5%d1%81%d0%be%d0%b2%d1%81%d0%ba%d0%b8%d0%b9-%d0%bf%d0%be%d0%b4%d1%85%d0%be%d0%b4/
https://krasserm.github.io/2019/03/14/bayesian-neural-networks/
    https://nbviewer.jupyter.org/github/krasserm/bayesian-machine-learning/blob/master/bayesian_neural_networks.ipynb
    https://github.com/krasserm/bayesian-machine-learning
https://medium.com/neuralspace/bayesian-neural-network-series-post-2-background-knowledge-fdec6ac62d43
https://medium.com/neuralspace/bayesian-neural-network-series-post-1-need-for-bayesian-networks-e209e66b70b2
https://towardsdatascience.com/taming-false-discoveries-with-empirical-bayes-2ce81aa8f407

2018
https://towardsdatascience.com/bayes-theorem-the-holy-grail-of-data-science-55d93315defb
    https://proglib.io/p/bayes-theorem/
https://towardsdatascience.com/estimating-probabilities-with-bayesian-modeling-in-python-7144be007815
https://towardsdatascience.com/introduction-to-bayesian-linear-regression-e66e60791ea7
    http://telegra.ph/Vvedenie-v-bajesovskuyu-linejnuyu-regressiyu-04-17
https://towardsdatascience.com/how-bayesian-statistics-convinced-me-to-hit-the-gym-fa737b0a7ac
    https://proglib.io/p/bayesian-statistics/

2017
https://monkeylearn.com/blog/practical-explanation-naive-bayes-classifier/
https://www.analyticsvidhya.com/blog/2017/09/naive-bayes-explained/

workshop 2016:
https://www.youtube.com/channel/UC_LBLWLfKk5rMKDOHoO7vPQ