Create new nmatrix gem for advanced linear algebra features

by Will Levine for Ruby Science Foundation

NMatrix installation is difficult because it requires the ATLAS library which provides advanced linear algebra features. I propose to remove the dependency on ATLAS by moving these features to a separate gem package and by allowing the use of alternate linear algebra libraries.