Quick Start on GCP: Get started swiftly with ready-to-use code and projects on Google Cloud Platform.
Model Tracking: Utilize Managed Experiment Tracking and Model Registry services.
Secure Model Publishing: Publish models securely on the Platform infrastructure.
IAM Management: Manage roles and permissions at user and domain levels, or via service accounts.
Environment Management: Handle multiple environments (dev, testing, staging, etc.) and monitor activities and changes.
Blueprint Versioning: Efficiently manage blueprint versions.
Automatic PR Updates: Stay updated with new versions (security patches).
Security: Adhere to the least privilege principle for optimal security.
Includes industry best practices as ready-to-use codes or templates, ensuring sustainable quality through seamless deployment on your infrastructure.
Standardize workflows and develop models efficiently without compromising integration or risking lower ROI due to productization.
Continual improvement and support by leveraging the blueprint repository of the Aliz Intelligence Platform to ensure technology is always current.
Customize the MLOps E2E blueprint template with out-of-the-box tests, formatting, linting, static type checking, and CI/CD pipelines.
The MLOps E2E project blueprint covers all stages from experimentation to model deployment.
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Fully integrated with AIP’s experiment management, pipeline, and model-serving tools for a seamless experience.
MLOps E2E Pipeline
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