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Restructured doc to remove some warnings
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doc/source/algorithms/itml.rst

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Information Theoretic Metric Learning (ITML)
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=====================================
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Example Code
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References
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doc/source/algorithms/lfda.rst

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Local Fisher Discriminant Analysis (LFDA)
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=====================================
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Example Code
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References
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doc/source/algorithms.rst renamed to doc/source/algorithms/lmnn.rst

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References
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`Link Distance Metric Learning for Large Margin Nearest Neighbor Classification <http://papers.nips.cc/paper/2795-distance-metric-learning-for-large-margin-nearest-neighbor-classification>`_ Kilian Q. Weinberger, John Blitzer, Lawrence K. Saul
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Information Theoretic Metric Learning (ITML)
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=====================================
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Example Code
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References
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Sparse Determinant Metric Learning (SDML)
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=====================================
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Example Code
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References
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Least Squares Metric Learning (LSML)
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=====================================
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Example Code
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Neighborhood Components Analysis (NCA)
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Example Code
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Local Fisher Discriminant Analysis (LFDA)
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Example Code
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Relative Components Analysis (RCA)
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doc/source/algorithms/lsml.rst

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Least Squares Metric Learning (LSML)
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=====================================
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Example Code
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References
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doc/source/algorithms/nca.rst

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Neighborhood Components Analysis (NCA)
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Example Code
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References
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doc/source/algorithms/rca.rst

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Relative Components Analysis (RCA)
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Example Code
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References
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doc/source/algorithms/sdml.rst

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Sparse Determinant Metric Learning (SDML)
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Example Code
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References
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doc/source/index.rst

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:maxdepth: 2
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intro
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algorithms
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algorithms/lmnn
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algorithms/itml
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algorithms/sdml
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algorithms/lsml
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algorithms/nca
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algorithms/lfda
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algorithms/rca
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