项目作者: mlpapers

项目描述 :
Awesome papers on Bayesian Inference
高级语言:
项目地址: git://github.com/mlpapers/bayesian-inference.git
创建时间: 2020-04-04T20:49:27Z
项目社区:https://github.com/mlpapers/bayesian-inference

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Bayesian Inference

Remember that using Bayes’ Theorem doesn’t make you a Bayesian. Quantifying uncertainty with probability makes you a Bayesian. (Michael Betancourt)

Overview

  • Books
  • Bayesian Workflow (2020) Andrew Gelman, Aki Vehtari, Daniel Simpson, Charles C. Margossian, Bob Carpenter, Yuling Yao, Lauren Kennedy, Jonah Gabry, Paul-Christian Bürkner, Martin Modrák

Markov chain Monte Carlo (MCMC)

Approximate Bayesian Computation (ABC)

Variational Inference (VI)

Gaussian processes

Uncertainty calibration

Software