Reusability in MLOps: Leveraging Ports and Adapters to Build a Microservices Architecture for the Maritime Domain
The episode discusses a paper on using Ports and Adapters, or Hexagonal Architecture, to build reusable microservices for MLOps in the maritime domain. The hosts detail how this pattern allows core business logic to be decoupled from external data sources and services. They conclude that this approach offers compatibility, extensibility, and incremental development for complex ML systems.