notes/science/ml/bayes/docs/books.txt
ihar_hancharenka 78d62dc70f m
2025-10-23 10:11:02 +03:00

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https://bayesoptbook.com/
https://github.com/bayesoptbook/bayesoptbook.github.io
Downey - Think Bayes
http://greenteapress.com/wp/think-bayes/
http://www.greenteapress.com/thinkbayes/thinkbayes.pdf
2021
Downey - Think Bayes 2nd ed
E3FD66BC57E511A26FFA35C8DAC23257
512FCD90BFA72D6D3B85B4245C8A2663
BD3D388A71CDD449E4F2AFBDFCDF0DD8
Sucar - Probabilistic Graphical Models ru
D576950CA2066282785521AB658CB2D5
D9FC7706A94E7CFD8DA9D2C91C15E1F4
Kurt - Bayesian Statistics The Fun Way ru
FFD4A8DAB533B8FB323F164DF3AF4BB9
A2CF8274F4C6F3A271509B3F727BFD58
99C8FDFAFBAC6D155C21F47A13D4FBE1
D3FC37B781B81F02EFA25640A6D1521E
2020
Theodoridis - Machine Learning a Bayesian Optimization Perspective 2nd ed
https://vk.com/doc4004138_552237378?hash=b0579198dc8c099640
B88BFFFF63326913DF809C1E19E524B8
2019
Kurt - Bayesian Statistics The Fun Way
https://notamonadtutorial.com/interview-with-will-kurt-on-his-latest-book-bayesian-statistics-the-fun-way-63ce8aee32ed
https://habr.com/ru/company/piter/blog/482156/
https://www.youtube.com/watch?v=rfKS69cIwHc
5F6069C42F31F62FE2AEE3D3A3FA0940
1CDFE2A06727A0D9557323860D12F6C5
Martin - Bayesian Analysis with Python ru
https://vk.com/doc44301783_523216833?hash=531edb467094ee1316
https://vk.com/doc4004138_534814316?hash=7f983175df96ef5184
1FDB23414A0C044C18080FA57403AFC7
Davidson-Pylon - Python Probabilistics Programming ru
https://vk.com/doc120109_525540873?hash=816bba99f556a9a319
27CFB3870C73C44D951250E924C19743
! bad big scan
2012
Barber - Bayesian Reasoning and Machine Learning
math and big
http://web4.cs.ucl.ac.uk/staff/D.Barber/textbook/181115.pdf
Bayesian Methods for Hackers
https://habr.com/company/piter/blog/413653/
https://github.com/CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers
http://nbviewer.jupyter.org/github/CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers/tree/master/
http://nbviewer.jupyter.org/github/CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers/blob/master/Prologue/Prologue.ipynb
http://nbviewer.jupyter.org/github/CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers/blob/master/Chapter1_Introduction/Ch1_Introduction_PyMC3.ipynb
http://camdavidsonpilon.github.io/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers/
Murphy - Machine Learning - A Probabilistic Perspective
https://vk.com/doc422237374_534325715?hash=85cc233cd9e8c693f5
Bishop - Pattern Recognition and Machine Learning