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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

Reference