Vendor Name | CML (Continuous Machine Learning) |
Stand-alone vs. Platform | Stand-alone |
Delivery Model | Open-source |
Clouds Supported | Open-source |
Pricing Model | Open-source |
Service Level Guarantees | None |
Support | Open-source: community (Discord server, GH issues, self-hosted forum, support email, social media) |
SSO, ACL | N/A |
Security and Compliance | None |
Setup | Familiarity with CI/CD workflows. |
Flexibility, Speed, and Accessibility | Supports GitHub Actions, GitLab CI/CD, and Bitbucket Cloud. Easily launch AWS & Azure spot instances. |
Model Versioning, Lineage, and Packaging | N/A |
Log and Display of Metadata | Image hosting & injection into markdown comments on PRs/commits. |
Comparing Experiments and Models | User-defined reports |
Organizing and Searching Experiments and Models | N/A |
Model Review, Collaboration, and Sharing | Sends reports using comments & checks via CI/CD system |
CI/CD/CT Compatibility | Cloud compute credentials may be provided as secret env vars in CI/CD |
Integrations | Supports GitHub Actions, GitLab CI/CD, and Bitbucket Cloud. Supports live tracking in GitHub comments via TensorBoard.dev & Chrome |
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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 |