Member-only story
Responsible AI
Organizational Processes for Machine Learning Risk Management
Organizational processes are a key nontechnical determinant of reliability in ML systems.
In our ongoing series on Machine Learning Risk Management, we've been looking at some of the critical elements that ensure the trustworthiness of Machine Learning (ML) systems. In our first installment, we discussed the Cultural Competencies for Machine Learning Risk Management, in detail. The insights presented therein lay the foundation for our current exploration, and therefore, I highly recommend that you go through the part before continuing with this article.
In this second article, we’ll shift our focus to another vital element in the context of ML systems: Organizational Processes. While technical intricacies often overshadow these processes, they hold the key to guaranteeing the safety and performance of machine learning models. Just as we recognized the significance of cultural competencies, we now acknowledge that organizational processes are the…
