Deep Q-learning

Notes on DQN and its variants. ...

November 18, 2022 · 8 min · Trung H. Nguyen

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. ...

October 7, 2022 · 10 min · Trung H. Nguyen

Policy Gradient

Notes on Policy gradient methods. ...

October 6, 2022 · 4 min · Trung H. Nguyen

CMA Evolution Strategy

Notes on CMA - Evolution Strategy. ...

September 14, 2022 · 8 min · Trung H. Nguyen

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. ...

August 21, 2022 · 10 min · Trung H. Nguyen

Linear Models

Notes on using linear models in regression and classification. ...

August 13, 2022 · 32 min · Trung H. Nguyen

Read-through: Measure theory - Lebesgue measure

Note II of the measure theory series. Materials are mostly taken from Tao’s book, except for some needed notations extracted from Stein’s book. ...

July 3, 2022 · 22 min · Trung H. Nguyen