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This repository contains all the code needed to reproduce the experiments in the paper: K. Cutajar, M. A. Osborne, J. P. Cunningham, M. Filippone, Preconditioning Kernel Matrices. In Proceedings of the 32nd International Conference on Machine Learning, ICML 2016, New York City, USA, June 19-24, 2016, 2016.