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Degrees of Supervision

Published on Jan 25, 20123565 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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Chapter list

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