【中文字幕】加州理工经典机器学习课程《数据学习:机器学习课程》(2012) by Yaser Abu-Mostafa

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https://www.youtube.com/playlist?list=PLD63A284B7615313A "Learning From Data - Online Course (MOOC)" http://work.caltech.edu/telecourse.html Home:http://work.caltech.edu/telecourse.html
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视频选集
(1/18)
01 The Learning Problem
01:21:27
02 Is Learning Feasible
01:16:48
03 The Linear Model I
01:19:43
04 Error and Noise
01:18:21
05 Training Versus Testing
01:16:57
06 Theory of Generalization
01:18:11
07 The VC Dimension
01:13:31
08 Bias-Variance Tradeoff
01:16:50
09 The Linear Model II
01:27:14
10 Neural Networks
01:25:16
11 Overfitting
01:19:49
12 Regularization
01:15:14
13 Validation
01:26:11
14 Support Vector Machines
01:14:15
15 Kernel Methods
01:18:19
16 Radial Basis Functions
01:22:08
17 Three Learning Principles
01:16:17
18 Epilogue
01:09:28
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