© 2026 LIN TIANYU. All rights reserved. Preview Version.

Powered bynextjs-blog

GitHub LinkedIn

ArticlePDF机器学习

贝叶斯推断（Bayesian Inference）

PublishedJuly 24, 2026Document4 pages

Contents

贝叶斯思想与贝叶斯法则 (The Bayesian Idea & Bayes' Rule)
频率派 vs. 贝叶斯派
用链式法则证明贝叶斯法则
例：太阳爆炸了吗？(Did the Sun Just Explode?)
MLE 的失败
贝叶斯的纠正
共轭先验：Beta–伯努利 (Conjugate Prior: Beta–Bernoulli)
高斯–高斯：通勤时间的后验 (Gaussian Posterior for the Mean)
贝叶斯线性回归 (Bayesian Linear Regression)

1

2

3

4

Thanks for reading.