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Active Learning (Synthesis Lectures on Artificial Intelligence and Machine Le)

Burr Settles




[PDF.vw39] Active Learning (Synthesis Lectures on Artificial Intelligence and Machine Le)

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 | #1698210 in Books |  Morgan n Claypool Publishers |  2012-07-02 | Original language:English | PDF # 1 |  9.25 x.26 x7.50l,.47 | File type: PDF | 114 pages

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||0 of 1 people found the following review helpful.| Very good overview|By Jeroen van der Laak|Clearly written, nice overview that feels complete and reads like a novel. Also relevant examples, to underline the techniques described.

The key idea behind active learning is that a machine learning algorithm can perform better with less training if it is allowed to choose the data from which it learns. An active learner may pose "queries," usually in the form of unlabeled data instances to be labeled by an "oracle" (e.g., a human annotator) that already understands the nature of the problem. This sort of approach is well-motivated in many modern machine learning and data mining applications, where unlab...

You can specify the type of files you want, for your gadget.Active Learning (Synthesis Lectures on Artificial Intelligence and Machine Le)   |  Burr Settles. A good, fresh read, highly recommended.

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