Building Continuous Integration Services for Machine Learning
Bojan Karla_: ETH Zurich; Matteo Interlandi: Microsoft; Cedric Renggli: ETH Zurich; Wentao Wu: Microsoft; Ce Zhang: ETH Zurich; Deepak Mukunthu Iyappan Babu: Microsoft; Jordan Edwards: Microsoft; Chris Lauren: Microsoft; Andy Xu: Microsoft; Markus Weimer: Microsoft
Continuous integration (CI) has been a de facto standard for building industrial-strength software. Yet, there is little attention towards applying CI to the development of machine learning (ML) applications until the very recent effort on the theoretical side. In this paper, we take a step forward to bring the theory into practice.
We develop the first CI system for ML, to the best of our knowledge, that integrates seamlessly with existing ML development tools. We present its design and implementation details.
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