Mixture Models¶
Resources¶
Overview¶
- Variational Mixture of Gaussians - Prezi
- Latent Variable Models - Part I: GMMs and the EM Algo - Blog
Code¶
Built-in¶
- Jake Vanderplas - In Depth: Gaussian Mixture Models
Gives a motivating example of the weakness of Gaussian Mixture models as well as how one can utilize the function in sklearn.
From Scratch¶
- ML From Scratch, Part 5: GMMs - Blog
- Pyro Tutorial
- KeOps Tutorial
- Bayesian GMM w. SVI - Branan Hasz - TF2.0 - Blog