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In this paper we explore the challenges of automating experiments in datascience. We propose an extensible experiment model as a foundation forintegration of different open source tools for running research experiments. Weimplement our approach in a prototype open source MLDev software package andevaluate it in a series of experiments yielding promising results. Comparisonwith other state-of-the-art tools signifies novelty of our approach.

MLDev: Data Science Experiment Automation and Reproducibility Software