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Merge pull request #30 from PubliusAu/patch-1
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Update monitoring tools list
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arthurolga authored Feb 29, 2024
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Expand Up @@ -31,4 +31,5 @@ Most tools used for serving Machine Learning models have monitoring tools. In ma
| IBM Watson OpenScale | Proprietary | IBM | Monitors models deployed to IBM Watson Machine Learning. Monitors fairness, explainability and drift. Has tools for managing and correcting problems or inaccuracies in production.
| OpenShift | Open-source | Red Hat | Kubernetes based system able to deploy various types of applications. It is platform agnostic and can be used for any type of application. Can be useful when a model is heavily integrated into a microservice environment.|
| Seldon Core | Open-source | SeldonIO | Deploys models into microservices with Advanced Metrics, Request Logging, Explainers, Outlier Detectors, A/B Tests, Canaries and more. Platform agnostic and works with many Machine Learning frameworks |
| Tensorflow Extended (TFX) | Open-source | Tensorflow | Deploy Tensorflow Models as API and has monitoring capabilities. |
| Tensorflow Extended (TFX) | Open-source | Tensorflow | Deploy Tensorflow Models as API and has monitoring capabilities. |
| Arize AI | Proprietary w/Community Edition | Arize AI | Monitors for performance, drift detection (including for embeddings), data quality checks, and model validation. |

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