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Dlib   - a modern C toolkit containing machine learning algorithms and tools for creating complex software in C .
Metric learning by Laurens van der Maaten  Laurens van der Maaten
metric-learn   - Metric learning algorithms in Python
Random forests for metric learning with implicit pairwise position dependence  C. Xiong