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Towards deep kernel machines

Published on Jan 31, 20171369 Views

Julien Mairal

Mining Big and Complex Data 2016 - Ohrid

Related categories

Computer ScienceData Science

Chapter list

Towards Deep Kernel Machines00:00
Part I: Scienti c Context Julien00:39
Adaline: a physical neural net for least square regression00:47
A quick zoom on multilayer neural networks - 101:42
A quick zoom on multilayer neural networks - 202:12
A quick zoom on convolutional neural networks - 102:49
A quick zoom on convolutional neural networks - 203:43
A quick zoom on convolutional neural networks - 304:30
A quick zoom on convolutional neural networks - 404:59
A quick zoom on convolutional neural networks - 505:16
Context of kernel methods - 106:15
Context of kernel methods - 207:27
Context of kernel methods - 308:49
Context of kernel methods - 409:44
Context of kernel methods - 511:40
Context of kernel methods - 613:23
Context of kernel methods - 714:22
Context of kernel methods - 814:55
Context of kernel methods - 915:55
Context of kernel methods - 1015:59
Part II: Convolutional Kernel Networks16:02
Convolutional kernel networks - 116:14
Convolutional kernel networks - 217:02
Convolutional kernel networks - 318:08
Convolutional kernel networks - 418:39
Convolutional kernel networks - 520:41
Convolutional kernel networks - 620:46
Convolutional kernel networks - 722:47
Convolutional kernel networks - 823:20
Convolutional kernel networks - 923:29
Convolutional kernel networks - 1124:21
Convolutional kernel networks - 1024:35
Convolutional kernel networks - 1224:46
Convolutional kernel networks - 1325:14
Convolutional kernel networks - 1425:37
Convolutional kernel networks - 1525:38
Convolutional kernel networks - 1625:41
Convolutional kernel networks - 1726:32
Convolutional kernel networks - 1827:11
Convolutional kernel networks - 1927:51
Convolutional kernel networks - 2027:53
Related work27:53
Convolutional kernel networks - 2128:06
Part III: Applications28:56
Image classifi cation - 128:58
Image classifi cation - 230:09
Image super-resolution - 131:10
Image super-resolution - 231:24
Image super-resolution - 331:30
Image super-resolution - 431:42
Image super-resolution - 532:29
Image super-resolution - 632:39
Image super-resolution - 732:44
Image super-resolution - 832:50
Image super-resolution - 932:52
Image super-resolution - 1032:53
Image super-resolution - 1132:57
Image super-resolution - 1233:02
Image super-resolution - 1333:07
Image super-resolution - 1433:08
Image super-resolution - 1533:09
Image super-resolution - 1633:10
Image retrieval - 133:16
Image retrieval - 235:28
Image retrieval - 335:39
Image retrieval - 435:40
Image retrieval - 535:43
Image retrieval - 635:53
Image retrieval - 735:56
Image retrieval - 835:57
Conclusion36:29