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ICSI provided machine learning primitives for DARPA D3M project, focusing on fast kernel methods and matrix factorizations

Project description

realML primitives

  • realML.matrix: fast least absolute deviations regression, fast robust (entrywise-l1 norm) low-rank matrix decomposition, sufficient dimensionality reduction (non-linear low-rank factorization)
  • realML.kernel: preconditioned Gaussian and Polynomial regression, tensor machines for adaptive polynomial features

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