BIDMat is a matrix library intended to support large-scale exploratory data analysis. Its sister library BIDMach implements the machine learning layer.
Documentation is here on the github wiki page.
Also check out the current benchmarks.
Source code is here on github, executables and libraries are hosted on the main project site.