Vendor Name | Comet ML |
Stand-alone vs. Platform | Stand-alone tool. |
Delivery Model | Available as a free community product, self-service commercial software, and managed enterprise product. |
Clouds Supported | Any cloud environment. |
Pricing Model | Seat-based licenses. |
Service Level Guarantees | Comet Enterprise: there are service level guarantees that depend on your plan. |
Support | Comet Enterprise: there are service level guarantees that depend on your plan. |
SSO, ACL | Community: None. |
Security and Compliance | Community: None. |
Setup | Community: install Comet's SDK and add two lines of code to your jobs. |
Flexibility, Speed, and Accessibility | Comet's metadata structure is static. UI built to scale to tens of thousands of experiments and models. Full APIs to access all parts of the platform (Python and REST). |
Model Versioning, Lineage, and Packaging | Supports: Comet also supports full lineage by tracking the data, code and paramaters used during a training run as well as any data or model generated by that training run. |
Log and Display of Metadata | Comet has an experiment tracking solution that tracks out of the box: It is possible to manually log complex data types to adapt to any workflow. The most commonly logged data includes: |
Comparing Experiments and Models | Models and Experiments can be compared through: The panel interface supports over 100 visualization types including line charts, bar charts, parallel coordinates charts, and image viewers. Custom panels can be created and shared for any visualizations that are not currently supported. |
Organizing and Searching Experiments and Models | Experiments and models belong to a project and each project belongs to a workspace. Comet supports: |
Model Review, Collaboration, and Sharing | Support for moving models between different stages including staging and production but also any other custom stage. |
CI/CD/CT Compatibility | The Model Registry can be integrated with any CI/CD system. |
Integrations | Comet integrates with many third-party libraries and tools, you can refer to the Comet documentation and blog for a full list of supported integrations. |
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Vendor |
Demo link |
Stand-alone vs. Platform |
Delivery Model |
Clouds Supported |
Pricing Model |
Service Level Guarantees |
Support |
SSO, ACL |
Security and Compliance |
Setup |
Flexibility, Speed, and Accessibility |
Model Versioning, Lineage, and Packaging |
Log and Display of Metadata |
Comparing Experiments and Models |
Organizing and Searching Experiments and Models |
Model Review, Collaboration, and Sharing |
CI/CD/CT Compatibility |
Integrations |