-
Machine Learning - 09 Exact Inference of Graphical Models
A very abstract post as it involves graphs and trees while providing no figures and examples.
-
Machine Learning - 08 Probabilistic Graphical Models
A long story. Had to deal with many other things during the writing. Hope the following posts can be finished regularly.
-
Machine Learning - 07 Exponential Family
Introduce concepts of exponential family.
-
Machine Learning - 06 Kernel Method
Introduce the basic concept of kernel methods and two properties of it with proof details.
-
Machine Learning - 05 Support Vector Machine
Include support vector machine and Lagrange duality.