Probabilistic-Programming-and-Bayesian-Methods-for-Hackers - An introduction to Bayesian methods + probabilistic programming in data analysis with a computation/understanding-first, mathematics-second point of view. All in pure Python ;)
Stan modeling language and C++ library for Bayesian inference. NUTS adaptive HMC (MCMC) sampling, automatic differentiation, R, shell interfaces. Gelman.
Bayesian inference is one of two dominant approaches to statistical inference. The word Bayesian refers to the influence of Reverend Thomas Bayes. Bayesian inference is a modern revival of the classical definition of probability.
A. Jauch, F. Meinl, and H. Blume. 2023 IEEE Conference on Antenna Measurements and Applications, CAMA 2023, page 892--897. United States, Institute of Electrical and Electronics Engineers Inc., (2023)Funding Information: ACKNOWLEDGMENT This work was supported by the German Federal Ministry of Education and Research in frame of the ZuSE-KI-AVF project under grant number 16ME0062.; 2023 IEEE Conference on Antenna Measurements and Applications, CAMA 2023 ; Conference date: 15-11-2023 Through 17-11-2023.