Joel Grus, Data Science. Наука о данных с нуля, Books

Data Science. Наука о данных с нуля, Joel Grus

Joel Grus - Data Science From Scratch - First Principles with Python - 2015

https://www.litres.ru/dzhoel-gras-17430415/data-science-nauka-o-dannyh-s-nulya-39286388/

https://github.com/joelgrus/data-science-from-scratch

Bayesian Methods

https://www.youtube.com/watch?v=cfGLj3JdxXI

https://www.youtube.com/watch?v=kFe5zSkro0E

https://www.youtube.com/watch?v=Ejsr3S79gcQ

https://www.youtube.com/watch?v=xaPIlAAyFvY

https://www.youtube.com/watch?v=QuDDPviPEb4

https://www.youtube.com/watch?v=Q65APl9MFTs

Probabilistic Programming, Python, PyMC3

https://github.com/pymc-devs/pymc3

https://github.com/CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers
Chapter 2
https://github.com/CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers/tree/master/Chapter2_MorePyMC

Probabilistic Programming, Books

https://www.litres.ru/a-pfeffer/veroyatnostnoe-programmirovanie-na-praktike-22806664/

Machine Learning, Books

https://www.litres.ru/peter-flah/mashinnoe-obuchenie-nauka-i-iskusstvo-postroeniya-algoritmov-kotorye-izvlekaut-znaniya-iz-dannyh-22678129/

https://www.litres.ru/pedro-domingos/verhovnyy-algoritm-kak-mashinnoe-obuchenie-izmenit-nash-mir/

https://www.litres.ru/villi-richart/postroenie-sistem-mashinnogo-obucheniya-na-yazyke-python-22873803/

Python, Q Learning, Books

https://www.litres.ru/richard-s-satton/obuchenie-s-podkrepleniem-6651379/

https://www.litres.ru/aleksandr-tulupev/samoobuchauschiesya-sistemy-11647871/

https://www.litres.ru/lewis-frank-l/reinforcement-learning-and-approximate-dynamic-prog-33815398/

https://www.litres.ru/parag-kulkarni-2/reinforcement-and-systemic-machine-learning-for-31237233/

https://www.litres.ru/anthonie-wurth/training-reinforcement-the-7-principles-to-create-39840080/

https://www.litres.ru/h-schwartz-m/multi-agent-machine-learning-a-reinforcement-approac-34401471/

https://www.litres.ru/alan-johnson-1529274/recommendations-for-design-and-analysis-of-e-33814070/

https://www.litres.ru/aaron-kurvill/glubokoe-obuchenie-28259806/

https://www.litres.ru/a-kadurin-13464223/glubokoe-obuchenie-pogruzhenie-v-mir-neyronnyh-29817855/

Python, Deep Learning, Books

https://www.litres.ru/fransua-sholle-17338303/glubokoe-obuchenie-na-python-39113884/?utm_campaign=Retargeting&utm_medium=LowerFunnel&utm_source=Criteo

https://www.litres.ru/aaron-kurvill/glubokoe-obuchenie-28259806/

https://www.litres.ru/a-kadurin-13464223/glubokoe-obuchenie-pogruzhenie-v-mir-neyronnyh-29817855/

https://www.litres.ru/aleksandr-tulupev/samoobuchauschiesya-sistemy-11647871/