We had the pleasure of hosting a MLOps Community IRL meetup this month. If you are a machine learning practitioner and aren't familiar with MLOps Community, it's worth checking out. It's the world's largest community dedicated to addressing the unique technical and operational challenges of production machine learning systems.
At this IRL, I gave a talk on Machine Learning Workflow for Parallel Model Improvements. In this talk, I discuss IRONSCALES' strategy for decomposing a machine learning system and providing components that allow highly parallelized development, including: