Batch vs Streaming Feature Pipelines
In the world of machine learning operations, feature pipelines serve as the critical infrastructure that transforms raw data into the features your models consume. The architecture you choose—batch or streaming—fundamentally shapes your system’s capabilities, performance characteristics, and operational complexity. Understanding the nuances between these two approaches is essential for building ML systems that meet your … Read more
