Tool¶
Code versioning¶
Version your notebooks, pipelines and configuration files.
Git¶
- 日常熟练使用
Gitlab¶
- 日常熟练使用
DagsHub¶
- Learn about
Data versioning¶
Capture versions of your data to reproduce, trace, and keep track of your ML model lineage.
DVC¶
- Learn about
LakeFS¶
- Learn about
Runtime engine¶
Experimentation¶
Explore your data and run scripts interactively. Have your code, text, data and visualizations in a single place.
Polynote¶
- Learn about
- Deploy & Test
Experiment tracking¶
Keep track of important information about your experiments such as parameters, metrics and models.
MLflow¶
- Learn about
- Deploy & Test
Pipeline orchestration¶
Artifact tracking¶
Model registry¶
Model serving¶
Flask¶
- 掌握模型后端服务的简单部署
FastAPI¶
- Learn about
- Deploy & Test
Model monitoring¶
Track your model to detect performance degradation, bias and data drift. Detect issues early and take action.
Grafana¶
- 日常简单使用
Prometheus¶
- 日常简单使用
VictoriaMetrics¶
- 日常简单使用
Evidently¶
- Learn about