func | Neptune.ai | Arize AI | WhyLabs | Grafana + Prometheus | Evidently | Qualdo | Fiddler | Amazon SageMaker | Seldon Core | Censius |
---|---|---|---|---|---|---|---|---|---|---|
Model performance in production | No | Yes | Yes | Limited | Yes | Yes | Yes | Yes | Yes | Yes |
Model input/output distribution | No | Yes | Yes | Limited | Yes | Yes | Yes | Yes | Yes | Yes |
Model training and re-training | Yes | Limited | Limited | No | No | No | No | Yes | No | No |
Model evaluation and testing | Yes | Limited | Limited | No | No | No | No | Yes | No | No |
Hardware metrics | Yes | No | No | Yes | No | No | No | No | No | No |
CI/CD pipelines for ML | Yes | No | No | No | No | No | No | Yes | No | No |