Trust Region Policy Optimization
Notes on policy optimization using trust region method. ...
Posts
Deep Q-learning
Notes on DQN and its variants. ...
Natural Evolution Strategies
Natural Evolution Strategies, or NES, are referred to a family of evolution strategies that throughout its generations update a search distribution repeatedly using an estimated gradient of its distribution parameters. ...
Policy Gradient
Notes on Policy gradient methods. ...
CMA Evolution Strategy
Covariance Matrix Adaptation Evolution Strategy (CMA-ES) is an evolutionary algorithm for complex non-linear non-convex blackbox optimization problems in continuous domain. ...
Read-through: Measure theory - the Lebesgue integral
(Temporary being stopped) Note III of the measure theory series. Materials are mostly taken from Tao’s book, except for some needed notations extracted from Stein’s book. ...
Linear Models
Notes on using linear models in regression and classification. ...