When we first set out to replace our rule-based tagging system with machine learning for sustainable investing news articles, we targeted higher accuracy, reduced maintenance overhead, and improved scalability. The purpose of this article is to highlight key aspects of our successful deployment, the necessary infrastructure upgrades, and the technical insights we gained and would like to share with machine learning engineers at other firms.
