MLOps
对模型及其依赖数据的追踪、版本管理与部署，使得一个结果在数月之后仍然可以复现。
4 technologies
- Docker infrastructure Packages an application and its dependencies into a portable image.
- Kubernetes infrastructure Orchestrates containers across machines, handling scheduling and recovery.
- Weights & Biases tool Experiment tracking and visualisation for training runs.
- MLflow tool Open platform for tracking experiments and managing model lifecycle.