Techniques for Learning Multiple Related Tasks

author: Massimiliano Pontil, University College London

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*Slides*
0:00	Techniques for Learning Multiple Related Tasks
0:12	Project Goals
1:04	Achieved Results
1:31	Learning Multiple Tasks Simultaneously
4:19	Approach
6:05	Alternate Minimization Algorithm
9:44	Conjoint Analysis Experiment - 1
11:02	Conjoint Analysis Experiment - 2
12:47	Interpretation 1: Spectral Regularization
14:16	Spectral Regularization
15:54	Interpretation 1: Spectral Regularization
16:16	Spectral Regularization
16:34	Interpretation 2: Learning Common Features
17:30	Effect of (2, 1)-Norm
17:31	Equivalent problem
18:18	Interpretation 2: Learning Common Features
19:09	Equivalent problem

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