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Working paper

MLDev: Data Science Experiment Automation and Reproducibility Software

Computer Science > Machine Learning. arXiv:2107.12322. arXiv.org, 2021
Khritankov Anton, Pershin N., Uhov N., Uhov A.
In this paper we explore the challenges of automating experiments in data science. We propose an extensible experiment model as a foundation for integration of different open source tools for running research experiments. We implement our approach in a prototype open source MLDev software package and evaluate it in a series of experiments yielding promising results. Comparison with other state-of-the-art tools signifies novelty of our approach.