This repository contains codes and documents describing our work for optimizing machine learning workloads with Experiment Databases. The result of the work is published in SIGMOD 2020.
Paper: Optimizing Machine Learning Workloads in Collaborative Environments (Open Access)
BibTex citation:
@inproceedings{derakhshan2020optimizing,
title={Optimizing machine learning workloads in collaborative environments},
author={Derakhshan, Behrouz and Rezaei Mahdiraji, Alireza and Abedjan, Ziawasch and Rabl, Tilmann and Markl, Volker},
booktitle={Proceedings of the 2020 ACM SIGMOD International Conference on Management of Data},
pages={1701--1716},
year={2020}
}
Setup and usage guide can be found here