Is Your Organization Ready for Ops? (A Consultant's Point of View)
The dialogue around enterprise MLOps is broken! That is a big claim but here is a gist of why this might be true. We keep hearing about the ML ecosystem and how enabling DevOps and SecOps best practices will ensure a proper ROI for one's organization. However, it is my belief that this is heavily biased towards SaaS product companies and that an enterprise organization such as a bank, a consumer goods company, or even a brick-and-mortar would benefit from a 10000-foot view. In this discussion, we will try and assess (from the lens of a data/AI/Cloud consultant) when such organizations are ready to consider bringing Ops complexities into their calculations.