IT/Deep learning

Test22222

성진팍 2014. 4. 16. 11:08

Models in ML



- Generative Model : Gaussian 

- Discriminative model : p(h|v)   Linear regression이나 logistic 같은

- Undirected model



MOG


PPCA


PCA


Maximum Likelihood Estimation  MLE


MLE vs Bayesian



Clustering


K-means

Hierarchical clustering

Mixture of Gaussians  MOG


K-means

 Mixture of Gaussians

 non probabilistic

 pro 

 less flexible 

 

 more scalable

 



EM ,  Expectation Maximization



PCA


NMF




linear Model


Regression

LSM ,  Least Squeares Method


Ridge Regression