數學基礎
1 訊號處理和機器學習之數學基礎
黃文良 教授
中央研究院・資訊科學研究所
The goal of this course is to provide the introduction to automorphic representation and L-Standard function on GL(2).
課程影片 Stay tuned!
Lecture 1 Introduction [27:31]
Lecture 2 Convex Function [01:49:38]
Lecture 3 Convergence rate and strongly convex functions [01:53:05]
Lecture 4 Conjugate functions [01:40:01]
Lecture 5 Smoothing [02:12:10]
Lecture 6 Subgradient [02:23:00]
Lecture 7 Subgradient Method [01:44:23]
Lecture 8 Directional Derivatives [01:49:31]
Lecture 9 Convergence and PPM [01:39:15]
Lecture 10 Proximal Mapping Calculation [02:31:17]
Lecture 11 The Langragian Approach [02:10:16]
Lecture 12 The Variational Inequality [02:18:53]
Lecture 13 Method of Multipliers (Augmented Langragian) [01:43:40]
Lecture 14 [01:33:06]
Lecture 15 (Alternating Direction) Method of Multipliers [01:48:52]
Lecture 16 Proximal Alternating Linearization Minimization [01:58:41]
Lecture 17 Global Convergence of ADMM [01:26:54] (END)
課程地圖
