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Degrees of Supervision
Published on 2012-01-253567 Views
Many machine learning problems can be interpreted as differing just in the level of supervision provided to the learning process. In this work we provide a unifying way of dealing with these different
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Presentation
Degrees of Supervision00:00
Outline - 100:15
Motivation00:19
Motivation (II)01:03
Standard supervised learning02:08
Outline - 203:11
General Supervision03:13
General Supervision (II)04:45
New challenges07:59
Particular (but very general) case09:34
Clustering: ML and CML12:02
Outline - 315:05
Generalities15:08
Generalized Cross Entropy15:48
Tools of the trade16:54
A family of objective functions for learning - 117:42
A family of objective functions for learning - 218:46
A family of objective functions for learning - 319:12
Sample applications20:22
Summary23:11
Thanks!24:12