MLOps Is a Mess But That's to be Expected - MLOps Community

Right now many machine learning systems still largely adhere to a unidirectional flow of information from data source to prediction. But this leads to stale and fundamentally broken pipelines. We need to close these loops so the pipelines become more intelligent and flexible. The first step to achieving this is having a good monitoring system. While I did bash a bit on monitoring in earlier parts of this post, I do believe we should continue to think about monitoring of systems both at the predictive modeling layer as well as at the more upstream data layer.