
3/31/2021 · milvus
What this post added
This post introduces Milvus as a vector data management platform designed to support the transition to Software 2.0 and operationalize AI at scale with MLOps. It explains MLOps principles (CI/CD, MDE, champion-challenger testing, model versioning, model store/rollback) and highlights how Milvus facilitates these by providing an environment for model training, cross-team collaboration, model governance, comprehensive APIs for popular frameworks, compatibility with Google Colaboratory, and AutoML functionality. It positions Milvus as a solution for managing trillion-scale vector datasets and powering vector similarity search for unstructured data.