李宏毅深度学习 (2015)

1.6万
130
2017-08-14 03:10:27
75
41
767
83
http://speech.ee.ntu.edu.tw/~tlkagk/courses_MLSD15_2.html 台湾大学李宏毅老师的 Machine Learning and having it deep and structured (2015,Fall) 相较于 17 年的 MLDS 课程,15 年的多了 Graphical Model,Sampling,RBM 等内容,很值得一看
分享一下小伙伴们的学习内容
视频选集
(1/20)
1 - What is Machine Learning, Deep Learning and Structured Learning
01:01:40
2 - Neural Network (Basic Ideas)
02:20:34
3 - Backpropagation
30:43
4 - Theano DNN
57:21
5 - Tips for Training Deep Neural Network
02:29:01
6 - Neural Network with Memory
01:20:50
7 - Theano RNN
14:04
8 - Training Recurrent Neural Network
01:14:03
9 - Introduction of Structured Learning
34:53
10 - Structured Linear Model
24:15
11 - Structured SVM
02:11:44
12 - Sequence Labeling Problem
01:43:31
13 - SVM^struct - Structured SVM Tool
25:01
14 - Learning with Hidden Information
01:29:00
15 - Graphical Model, Gibbs Sampling
01:22:21
16 - Markov Logic Network
40:53
17 - Deep Learning for Human Language Processing
01:10:58
18 - Deep Learning for Language Modeling
59:01
19 - Unsupervised Learning - RBM
01:52:05
20 - Attention-based Model
01:07:59
客服
顶部
赛事库 课堂 2021拜年纪