In this episode of MLOps Live, Sabine and Stephen are joined by Duarte Carmo, Machine Learning Engineer at Amplemarket. Duarte draws on his extensive expertise in the field to offer advice on how to effectively execute MLOps within the constraints of limited manpower and resources of a team at a reasonable scale. He describes in-depth most of the critical problems that early-stage start-ups and small teams would encounter while deploying models and how to solve them. Unlike large corporations whose methods have popularized the field, most ML teams are small and face distinct challenges. Most companies in the machine learning sector are now functioning at a reasonable scale, which this Q&A session caters to.