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项目作者： totucuong

项目描述 ：
A collection of notebooks that demonstrate Bayesian data analysis
高级语言： Jupyter Notebook
项目地址: git://github.com/totucuong/bayes_data_analysis.git
创建时间： 2018-01-03T19:42:11Z
项目社区：https://github.com/totucuong/bayes_data_analysis
开源协议：
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This repo contains Python notebooks and data to demostrate Bayesian data analysis. The following topics are covered:

  • Models

    1. Hierarchical (Multilevel) model
    2. Latent (hidden) probabilistic models: GMM, k-means, etc.

  • Inferences:

    1. Sampling based approximate inference
    2. Variation inference
    3. Expectation maximization

The repo also contains notebooks that demonstrate usage of Tensorflow Probability and Pyro.

elbo_1647942165279.pdf
gmm_1647942165316.pdf
gmm_vi_1647942165370.pdf
gmmuni_vi_1647942165375.pdf