Building Continuous Integration Services for Machine Learning
Bojan Karlaš, Matteo Interlandi, Cédric Renggli, Wentao Wu, Ce Zhang, Deepak Mukunthu Iyappan Babu, Jordan Edwards, Chris Lauren, Y. Xu, Markus Weimer
Abstract
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.
Topics & Concepts
De factoComputer scienceSoftwareSoftware engineeringIndustrial engineeringEngineering managementManufacturing engineeringEngineeringProgramming languagePolitical scienceLawData Stream Mining TechniquesAnomaly Detection Techniques and ApplicationsMachine Learning and Data Classification