[第1集]学习问题
01:21:36[第2集]学习的可行性
01:16:52[第4集]误差和噪声
01:18:26[第5集]训练与测试
01:17:01[第6集]雷蒙保罗MAPA泛化理论
01:18:16[第7集]VC维
01:13:35[第9集]线性模型II
01:27:19[第10集]神经网络
01:25:21[第11集]KA___Lecture 11_ [ Overfitting ]
01:19:49[第12集]LA___Lecture 12_ [ Regularization ]
01:15:13[第13集]MA___Lecture 13_ [ Validation ]
01:26:11[第14集]NA___Lecture 14_ [ Support Vector Machines
01:14:15[第15集]OA___Lecture 15_ [ Kernel Methods ]
01:18:19[第16集]PA___Lecture 16_ [ Radial Basis Functions
01:22:08[第17集]QA___Lecture 17_ [ Three Learning Priciples
01:16:17[第18集]RA___Lecture 18_ [ Epilogue ]
01:09:28