TrimTuner: Efficient Optimization of Machine Learning Jobs in the Cloud via Sub-Sampling

Pedro Mendes, Maria Casimiro, Paolo Romano +1

This work introduces TrimTuner, the first system for optimizing machine learning jobs in the cloud to exploit sub-sampling techniques to reduce the cost of the optimization process…