realML

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


Keywords
d3m_primitive, machine, learning, regression, dimensionality, reduction, low, rank, factorization, featurization, sufficient, kernel, methods
License
Apache-2.0
Install
pip install realML==3.0.3

Documentation

realML primitives

  • realML.matrix: sufficient dimensionality reduction (non-linear low-rank factorization)
  • realML.kernel: preconditioned Gaussian and Polynomial regression, tensor machines for adaptive polynomial features