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Tags: #bayesian

Introduction to Annealed Importance Sampling
An introduction and implementation of Annealed Importance Sampling (AIS).

Gibbs Sampler for LDA
Implementation of Gibbs Sampler for the inference of Latent Dirichlet Allocation (LDA)

Linear Regression: A Bayesian Point of View
You know the drill, apply mean squared error, then descend those gradients. But, what is the intuition of that process ...

MLE vs MAP: the connection between Maximum Likelihood and Maximum A Posteriori Estimation
In this post, we will see what is the difference between Maximum Likelihood Estimation (MLE) and Maximum A Posteriori (MAP).