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Agnostic Active Learning

Published on Feb 25, 20079805 Views

The great promise of active learning is that via interaction the number of samples required can be reduced to logarithmic in the number required for standard batch supervised learning methods. To achi

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Chapter list

Agnostic Active <br>Learning00:05
Active Learning00:51
Setting02:02
The learner is allowed to:04:09
Relation to previous results05:33
Motivating Example09:28
What if there is noise?11:16
What is A2?11:57
How does A2 work?14:20
Step 2. 17:15
Step 3.18:29
Analysis22:31
Results25:03
Thresholds on the line26:32
Linear Separators28:39