Series
AY 2019
Arts and Sciences

Mathematical and Information Sciences VII

Produced by
#Mathematics
#AI & Information Science
#機械学習
#線形回帰
#AI
#データ分析
#Official UTokyo Courses (OCW)
#Arts and Sciences
機械学習手法の定式化を前半で学び、それらの基礎となるパラメータ推定理論を後半で扱う。 演習では講義で扱ったアルゴリズムの実践を行う。 Ⅰ．教師あり学習 　　１．最小二乗法 　　２．過学習と正則化 　　３．交差検証 　　４．正則化付き経験リスク最小化 　　５．カーネル法 Ⅱ．教師なし学習 　　１．ハードクラスタリング問題 　　２．ソフトクラスタリング問題 　　３．次元削減問題 Ⅲ．ベイズ推論 　　１．各問題の確率論的定式化 　　２．推定理論 Ⅳ．凸最適化 　　１．凸関数 　　２．双対問題 　　３．最適化法

Content List

1:30
Available for
Audio-Only
Listening

#1 I. Supervised Learning (1)

Lecturer | Shin Matsushima
1:30
Available for
Audio-Only
Listening
1:33
Available for
Audio-Only
Listening

#2 I. Supervised Learning (2)

Lecturer | Shin Matsushima
1:33
Available for
Audio-Only
Listening
1:44
Available for
Audio-Only
Listening

#3 I. Supervised Learning (3)

Lecturer | Shin Matsushima
1:44
Available for
Audio-Only
Listening
1:29
Available for
Audio-Only
Listening

#4 I. Supervised Learning (4)

Lecturer | Shin Matsushima
1:29
Available for
Audio-Only
Listening
1:12
Available for
Audio-Only
Listening

#5 I. Supervised Learning (5)・II. Unsupervised Learning(1)

Lecturer | Shin Matsushima
1:12
Available for
Audio-Only
Listening
1:19
Available for
Audio-Only
Listening

#6 II. Unsupervised Learning (2)

Lecturer | Shin Matsushima
1:19
Available for
Audio-Only
Listening
1:30
Available for
Audio-Only
Listening

#7 II. Unsupervised Learning (3)

Lecturer | Shin Matsushima
1:30
Available for
Audio-Only
Listening
00:40
Available for
Audio-Only
Listening

#8 III. Stochastic Treatment (1)

Lecturer | Shin Matsushima
00:40
Available for
Audio-Only
Listening
1:39
Available for
Audio-Only
Listening

#9 III. Stochastic Treatment (2)

Lecturer | Shin Matsushima
1:39
Available for
Audio-Only
Listening
1:35
Available for
Audio-Only
Listening

#10 III. Stochastic Treatment (3)

Lecturer | Shin Matsushima
1:35
Available for
Audio-Only
Listening
1:33
Available for
Audio-Only
Listening

#11 IV. Optimization Methods (1)

Lecturer | Shin Matsushima
1:33
Available for
Audio-Only
Listening
1:40
Available for
Audio-Only
Listening

#12 IV. Optimization Methods (2)

Lecturer | Shin Matsushima
1:40
Available for
Audio-Only
Listening
Back to Series List