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Online and Batch Learning of Pseudo-Metrics

Online and Batch Learning of Pseudo-Metrics. Shai Shalev-Shwartz Hebrew University, Jerusalem Joint work with Yoram Singer, Google Inc. Andrew Y. Ng, Stanford University. Motivating Example. Our Technique. Map instances into a space in which distances correspond to labels. Outline.

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Online and Batch Learning of Pseudo-Metrics