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Enitor provides the MATLAB implementation of several large-scale kernel methods.
Now on CRAN, bigKRLS combines bigmemory & RcppArmadillo (C++) for speed into a new Kernel Regularized Least Squares algorithm. Slides:
R package for machine learning technique to fit flexible, interpretable functional forms for continuous and binary outcomes.